{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "目录结构：\n",
    "\n",
    "1、<font color=red >集成的问题</font>\n",
    "\n",
    "2、lightgbm为什么很低\n",
    "\n",
    "3、get_dummies和labelencoder的问题\n",
    "\n",
    "4、相关性问题\n",
    "\n",
    "5、数据的填充问题\n",
    "\n",
    "6、关于集成的高级选项：http://ml-ensemble.com/"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## <font color=red>集成问题--三个臭皮匠等于一个诸葛亮</font>\n",
    "\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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AjBsvQRT4R2/STNozYwzzlLSYueexr0g0iIyuajeK6s1v+jeVyqTVt773PVWqNdXOe+yh8n2D6sqrr5bzUqOhyDdNVKuCJmPlslxvhaGaKNfUdjvupC75/g9VpTE9B/JjzXpLnXrKe9XrX/065dY50SvVqLXVZT+6XM2ds1DZTlJdceXPZP73fVfxFwSezCcRPv1/cKqrnZFO/UUh7vztKql3hPsuwelPf2yGIoBLBAvmL0IuWxD73DvuuAvz5s5HNpNDMmGBqwRi0qM0NBptOI4F20xg08gm5PN52JaD/oFBeAEtEGxZ0nAS0VJWq+3J8jIltEbbF43qqDuBI15xBAKliX0bJT/Wv0tvuXndZ9S3Y3w6/cxzavT041s8ir/BsuLjTt7X1yvXGpU67KSNdrOJ4cFZqFfqePLJJ5FOZVHo7RfTC8vR0eQSc9KEaSRQp0aCmjxqAi0bs+fOE409rQtyPXnUmy7SLNMLQa1rvtCLTaNjmChW0D/Yi1/88no8+PAjWPXAQ/j0Jz+N//naN3DkEYdjbKKEgb6CwNqgDRdtaaVhWwIGdWFbSGzflh7fwqPPeqkbXjyWc11UvVyibVQbAq90MonQV7jv7vuwdKulKGTzyFLzTJtTvhYAlXodPbmsSPDFUg26pYt0P2feApQrdWTzaVSqTdBOcaA3iVqzhYaYeADJtAMn7eDTn/osVuywE977nvfinae8E298w/FI53NI2BYVAmL9QM0VvylaQoFB3IiONqIbLrK090xYdT8Sw2dmUfH1aQNYXulou6dvYrI4iVqthlmzZmHTpk2gNporNytfvh/GxyeQzabRakW2u4YR2bqFShfzvWY7gJ3QEWo6No6MRjhh2VSMoVwtw7ESyOYLYuYyPHuO9EGxUkFPLofVa9bitzfcCIumQNSwAfBpcq5Fluw07dJNWiFH5zNzNiHWtE4153kcSHkE2haAGdM03mu0PASej3Q6iaF5s9Ez1I+CUhgvFeGpEFYqjYlKFbm+PDwPKBfr6O1Nw6ddIOvToUv0P9hq2+Vy/uiTa7H11vPlvrTZ0tGgljuXg0HfBMuQVd1Mby9aYYhf/PrX2H77pWi3FZIpDZWqD8fujC0WHKe4LXEu16P7sa9K5LkSvUB9+2aPxuX8E+TsfyudhJNN44HHHsHt994NmDqcdApm0sHq9eP4/Oc/j8WLF+OoV7wCoxs3YdOmDTjyiCNw8023IJFIYOmybfD9H3wfJ554IhzDwXh1Em142G3fPbDffnuj3Q7hOLrk3770Utx///045phjsPvuuwMm8PWvfROjo6PYZZdd8LKXvQxX/PwqpNNpXP/bm/DII49g6623xqGH7odLfvBd7LjjjshkMrj66qtB2+rl2yzFyj12wxfP+zxs28Sb3vQmzFq8CIKETrQyGHUjWzqdpvufvb9F9J9++F9Hfz8IxN3UGZDU1tpW1I+hH8ANfOFVTMeG7SQwPjqKhYu3woMPP4rXUEutGcID0awunaa/RkQfPZVA21PI5XIol2pwtASqtTrmzluAQr4HmWRCCOxksYIezlUJR7TSyWRaVv577QIa9SY+/vFP4rzzzke9Wcfll/8Ee+yxG4aH+kC/moh/YsVjvOvQpHj++hNQ7FCwP3H3n+DyZqvOz7W9hHMHSbLpDHryeUyOTaJSLGHT+g1YvmwZ6tWq2AF+99uXIJXIIpfJ4IrLLoffdvG7G2/Aa447DvPmLcAf//hHMfvwghD//d9fRSJVwOLFS3HFVT8Hl8+JaDSedxwTbTfAf3/lKzj66KMxNDxb7Hi4hDtVmedS//jxOI+R/rm8O/MZvtv9fnzcndPHwPeRTDkCExLXlfvsJe2eHJ8QgkqnGNqIP/bYUzjiFUcikcxgz71XYsOGDeJe98lPfhKWYeBtJ75dbKQ2btyIDRvHsO++K2UZ8uyzPywOBRs2bEQqk0ZvTw61hou99tob9626V2xVEyk6d0aMTH9fAY0WnQ8JulAcG6KGxBXvmtBntvmveR5/Li5zxrmudHHWyaRSYkP++COPYvXq1dhxxQrQ0aJUquK6666DqVtIZjK46KKLMVGq4oknn8LBhx2KJUu2xmVX/AStlgsYOi75zvexeOutsHz59vjhZVdEjqqaIctko+MlgccXLjgPX/7yhfjO976LRYsWo9DbEwmCXoC2Gzk9GuTvAbRoFy1kLm7A80NFeYsFxe2O867iNmeeu29Ex0Tj3p5e9BRyYqbSrDfE4dZttcXpac6suSgV6/ifr3wNCSeJTKqASy65FCMbR3DrrXfIpJ/L9+L2O+7AksVbY2RsEp/65H+KSdFBBx6CBx96SGyB6bT5xOOrYduGCMePPr4an/nMZ7D9DitQKPTCtDXQBJ32+kxsCh1T4ib9qTx6+i/7z7LjX1xSSCZeIy8SIJWykM0nRfjx/CY2jTyNefNnYfVTT+LGm27Eip23RyabRDsIcPc9d2DHl+0AXbfwqte8SoQEJ6XjyFccjd7BAZx8ytuh2xoGh/pw3W/+D4u2WgbLtvGDH/8QTsbG46sfhQfiGxBowN333YneoR688rijscsee2CiNCbX0zlTBJe4vtFUybMtT0kx/OKRGZ9Pv/9PeKSFaLaq0Awfe6/cDZ/+7CdRrEyiWBmDH7bxvve/G0+vX4Prf30tzjnnLJiOjq989ctQWoCzP/wh/OKXV+MX112Dn137M+iWBmUqJDMJwAIu+d638cnPfhZX/exKjJVKuP2u23DaGafJcye8/QQ5v+JnV+D7P/oebrv7Npx1zplY9cgqhHqA0eIoF3/wm9/9Bg88sgpjpQouv+oy3PfQfbjrvjtx3pfOk+sNt4l3v/vduO322/H739+Mt530DviNltAqSl/F8fFOp0ausDyJ+/9P4ck/IRa8cE2OeQjmTPF55zTO6MRnmJqY95iWiaDdBAIPhUIOO+20Ex555FGZ6+lvQ8Eqk8niiSfX4qhjjoWl21i+fDvccccdQlsvu+wyJA0bxx13HO65514xiS2XG9hvv4OwePESHHHEURgbLaJUKkmFensLgirr168XJppOzqZugjzF7NnDMRsXV/V551umVs+7mJfIC/EsFOczm0UHBn1zR4Z6rYJCLov+vh786rrrUCkXsc3WW4NMz+233ooLv3wBLv/xj3HZj36Ecz92Du6/7z58/X++hgXz5uMPN96AWr2KTCqJRx9+CBd94+v47a+vx/FvfhNu/sPv8fBDD2LjhvWYN3e2dDSjVJz2/vfiPe/6d/C7mQwd82ivw1+HjZ466FR+5vnMNv3Nz0NoBp3dqC1Q8N02Fi2cjwdX3Y+HHnoARx11FOq1GnRN4SNnn4X+3j7cd++9mDN7GF88/zzcdOMNuPInl+Pn11yNo15xhETqIKy/dMEXsWybpbj/wQdw7S+uEaFkeGhQYEHnW9sykUmnQC/bu+68A1/+0gU4+Z3vwOjIuASmSCXMSHMvM/E0WZ5mRbo4ob/1bD0T3+JzFSLp2DQkw6zhQdx2660oFScwNDAAFQRY99QavOdd78all34fv7/xBnz32xfj3rvuxJe+cD6yqSRu/O1vMGtwAOXJCRhQOPtDZ8gzn/7Ex/Hti76JWq0C0zJQnJzAYH9BHC3o8ENbtcmJcfn5niu4ZdAhTkWaet+P8M3uRHB4VhSaiX9TbetinGVaJLy7frGz0DMKJ/fe+dEBqVlHvV6G125j9qwh9PUWcM3VPxPb9l122glPPv4YHn7oAXzvO9/Fz376M/zkssvx+f/6HMrFEs758Edw4IEH4p6770S1UoLbbuKBVffhip9chquu/An22nN3XPytb8qYzucycGxTYEFQ3PyHm9Df14cdtl8BxzLRbrrSJxI4JgjkOSpf4uZvKX9G057nBZbJOCaRBsWnWyf0GT/bIkxduG6FIg/SaQOm6WObbRbg97+7HsXiBgwPFtDXm8HE2Hqc+p534oTjX4c77/wjHEvhmquvxP989UJsWL8aV13xQxxz9GEoTW6Cofv4yoXn4+0nHY/rf3sd3nvqyRgf24CtlsyDCttwrKjt/X1Z7LbrjvjRD7+DHVYsw+c/9ymBCfEqCIPoIbrlS2M609Fm9uOkGry++Y+W3/9iohTarSoWzBvE2976Btx39y2YHHsajhng6acexY03XodjjjkU2267CI8/dj9mz+pBqbQRv/vddRgdWYuJsadxx+034eUrd0fK0RAGDRi6CxU2MTa6Fk8+8SCeeHyVnF/wxc/g4IP2xXbLFyOTNvH0usew7z674qdX/RBvfvOrYequ4NKypfNxwAF7YsV2S5BOM8IPoy0ECLwqNK2Fwf4MenoSePvb3ohXHHUIrvzZT7HPAQfgoCOOwPqxMYwVS5DRo+noGRic0e+Rj1Jk5R/7Kz3PQfOvx/+6EJhJ2EjWOVV0flT+uS5t22lcHAAG4y75cJs1WTbNppPYsG4dbvnjzTho//0xONCP8uQkrrryCsmfWLMax73ylfjEx8/F+rXrcOaHzsDF3/kOPvXJTyCbSaOvp4AvfekCcKX7t7/9DVrtJn5x7TXIZunDoaFSqSL0FNKZFDZu2oCLL/4WLrzwy7joom+iXm9uwflxBnjieehP5P8y4YjhRUT4U4nAkxTn0xxV0rYQum3MX7IV7r/7Lgz0FNCu1wDfw+rHHkU26WDv3XdDf38//us/P4GHV92P4tgojj/+eCxfvgwHvnwl6FG6+onHMbppI/7jtPejUinJ8tqB+70cg329qFfLyKVTSNgmbJPLaU3kMgm0GhWZPKO6dWNyp7rd2bO1r/u553vMcmkGsaVEuHFFJAzhuy6yvTkJ+5dMJuD5LfzxDzdh/4OOFCavODGG8dERgcu2S5fgqCMPx//+75VY/cRj6O8tYL+V+2Dxwvm46BtfQ6NWwX1334XHHnsMbzvhLVi/9ik0a1VUS0VhFFv1GnK5KOoAlxzPPP2D2GXHHbDzDiswe6hfasrIASY9mFj1vxVstgSTLV17xvdZKdrlMBRVEzTpWbp0K9x7792CG6l0ArZj4umn1yKbSeGQgw8UcyAyj/ffdw+eXvcUXvua47DVkkXYf7+VuOWWW3DrLTdTCY0zTv8PiYJCwka8Cj0XhWxGonEkEjbg2GiGAX7wve9ir732wl2334bhgX7R7hpWRC6UhMuyoabsBOJGPaMh8Y2/WZ5KJiS0Iz334fvo6+nDnbfeAptCW+Bjwby5uP7aazE00IfDDjpQQs41q1U8tfpJVMolvPbYV2F4sB8HH7g/apUSxkc3gbj4kbPPFEdMLhvutcdugnO9hVwkVPg+rrricuy26x7iADtRnES9WpExzgh5XuBD0VmK+LXFND1eIkZwiw89h4sR80zhKEosl4zldPkSdtAy4NgW/FYdynORSznYYZttcMn3vgtoFl73utfh+xdfjFa1jI3r1uIVhx6MHbdbjm23WowH77sXg0MD2ONlu2Dlnrsjoeu4pJDDU088jjVPPI5HH3oQv73+lzLuHrz3LoBtd5sIfRdKBVi6ZDH++4LzxWl6j112xE03/QHwWzA1HRTK4ppPjcEtgoxtYoqW7LsZ5y0+3nn6pZ5x9bQnm8HGdeuwfOlWeP1rj8U3vnohtl62LZTvolEq48Lzz8PQ0BCWzJ+L4ugmHH7gQbjkG1/HkQcfhCeffBTrN2zCZVdcBhV6CFp1uM0GsgkLp77r33HIIQeJY/PY2Ij078033YDy+BhSlo52o44H770HX/3qV2Wl5/FHHsecwX7MHhrC+MQohgcHBZ98htQMfeTSaTnX1WykbRNLFi7E6icfh+ZYuPynPxX6UhgcxES1ilx/LxzdEMdvmnZMpwi3N+/zGDemn/rX0QsAATLM/OzmnRPRQE2YADRrFSRTCWgJGzaDXAaemCHOGujHr679BbbddluZx1O2hTtvuxX777sP5s4axlGHH4a7b78Nd912K1KOjVcd9QpMTExgoLcHGzY8jY0b1+OOO6YWboYAACAASURBVG/Dv7/rZKx7ai3uvvtOJG0H5XIRuZ6sOInLcSGLj517jjjPn3XWWfjgBz+AZIJBGP78JNgnS+hddmgMM8IU539+8X/7Nxl9YGZdGTP52RLbu1mbNcDtCmnSbDTgea1OyBzCgvEE+SOK8McJKvq1mg309faIBvonl/9QJmwyMq1mHZl0EmHgida0XJpEtVxCNpOAYxsYHdkgjPfE2CiajZq8T3uhU05+Bz56zofxrn8/GboWyM9rt+QZarpC3xNNGMsNfLYzhNJoFRbIj5OW1G1KYmL8xBZqtSKgsS2d+FXKg1LPDqduGBIXuPzRnZTgzOYaeVly1xmbl9qlCFbtdh1m0oLvNmHaBvI9ORTLk7jjzlux1ZKFsEwNCdsWTZ/nNlCrltHsCAfU/G3auF4EBbaZ8LJNA7lsGnvusZswhB8/96PYYcV2AnM+w3c4KMZGN+ETH/8YVOjj61/7KubOmQX2Le+ReSbcxf2bA1y0XrwT/zqEuXPaNTwi0w/GLWUYt+eQiGszE+ODS+r+nPQZQ/dFkjrtGWuNGnr6etDTV8BPrvwxtt9hO+nnWqOKZMpCvVqU1QhqT/kjXBKOhQ3r1wnDPLJpg+QxTr7n3f+Oj330IzjhLW8We2mdoRI1Je/4nodvX3wRfvTDS5FKOlO4S/hF8IpgR6LTbrVkRYFaRIYoItyoKYzgNJ3PbPdm52x7N2CpI60zjCGmYjJHzBL7ItJEkmVUmi4/PkdGgcIExwptagv5DP7vt9dj3txhsb/jqs3gQB+a9TrarTpaTWrYNWmvY2lY/eSjyGXSGBvZJHjF1SCOtw+d/kGc+u534b3veTeiSBG0/wmE4JNZbjcb+MbXv4Krf36VaKvJDER94Ans+F1qhnkt0hCHgofxcRh6cp3jNaZHm8Gm64Q0LsYh5hR+pmgzw4HE5Ik2EzLEabtBIDIEtgM0fYnEYJpJoOEjrTsYzPfjgdvvRVBrwwp1LJqzAFk7Bbgh3GoTug9Uxoroz/ViqNCPiY1jcr1RqsGvtzHcOwjL1/DGY/8NJ77hLfj8Jz+L4cIATF+Do0wJVccIHdf//Jf48n99AUHdxejajciYSRiaLT+uJLCaHAmM0RP/PAXwx/CKtEWPE0Pvkey2m0FMWuJbL9mcfR3jB3PG6DboE6IbCEmTGy56k1mohos3Hvs6zOkbhu3r6EtlMW9wCP/1iU/jxDcej+22Woadtt0ey7daiptv+D3ecNzrkDISsJWJ2X1D0j+ZdF76pzZRRtZKSXgwPdAxNDgbW81dhB2XbY+vfuFCHLzyAOnrH11yKfozPTj/05/D4jlzkNRsVMeLsEMD5ZFx5Ow01jzyOFY/9Dhu/r/foS9dQNBoI6U7yFgJ9OV6kcxlcNKp78YHPnwWlmy/HMOLFsBIJRAwxrRtCmrHncvpJPB0uC2F0J9ehYrvvxB53Dfxt8l7sM/ixPszE/01mLZ0b+az/9jnIZrtBteV0Sa/xIB1ypewdeRI3LDFnTJk/uE902KfcUAHAP28dA2FbEqEs6t/+r/YYbvlSCcYNSgQxQ4VYZauYdP6p+V89tAgauWSHAcuQ4xWkS9kwRjjy5Zvgw988DSc+4mPYY+9dhfFXSqbQhBERGPevDnI57Nia6/pCn39PWi26lHsZ4Y1FR6AjH4018R5zPM0Go2p/urmL0W8o60eE4kybSvjQNa8RvuVf+TEoNlMrDMbxg1I+GNioxm0f2YS28QOYrtutIEJJ+GIwWR8YBMalxXFAne6/dFmF5zIp00maEaxacPTeNXRxyDlJDB31myx56HmmBpPv93Cued8BI8//jgGevtw5GGHo1Yu44wzzhDHp1//6pc49tWvxUBfL3bZaUf89KorxSnjZbvujK2WHCdMYczgkDm0TF3KdywLhsEFXC54Rf0nTEynL+NrfuAJbDLZzJQAwAD7UYD8qI0RssyEUnQewzTGCSIU8YQbbvBnCZxiItHJ41ONG834EqNXqVAQ3bAZs9dBJp9BqpzB/Plz8fS6dRjo78VJJ74VXzjvfKxZ/QQuvfR7+OIXv4A999wTSxYtEptx2k8TFtSkUrP6zW9+E9fnMrjxxhux9VaLReNKBoXMzKJFi3DXnbfL8vyCBQvwrYu+geHhYbzjHe8QxpCOZrNmz5YNS6SlYkveDQM2QpcBGOELNxOImBfiF8FMh9DnkkhQGbKJTHOMr3TgIQFlfTdPnVhxvKiFyPXksHb9WsyZP1fiGjupJAaGB2A6JrZetg0WL16IM/7jA5icnJRVioMP2F+IEPGL2qRrrrlGHHy4UrLbLjvj19f9UqR3wufIww6VpTWaHYXBHHBZnd6IF110kZgopFMJrNh+OZhzLER1jerLfmCiraytW/DDAI1GVcIsktG0zSikXow3m7fxmWfRxjk2EtxwiDGcLUvsdy2L4y1KHHdcGww1CsCMMEonPRONShGFbE7s3g4+4GBUq1Ws2G5b3H3v/aCAcNBBB+BHl/5AHKWocd9qq8U48MADcOuth+M7F39LNPs0+6A95pLFC7HN0q1w9c9/iieeeEKcpVauXCnMOAVc/iigXX/9dYIfHzr9TIyNjWHbbZYinerEFWf8D3LdSnVwJBSBgLSUoZSYDBk3nYaxq+MQUNOXpo4ifIvGOJ8jLgldpimLCH5Tj3YOKNR2XeMmGWGIVpWhDhOA5iCVySPfN4BC3yD6+ocxMsoQfsP4t9e9CWd/+GPYdddrcOttd+GCC74Mrkxc/O1L8Z5TT8Odd96NVDqPRtPDIYceiZ9f+yvss88+uPYX1+H2O24VZx+l035DQ7vRQk/fED74oTNx1z0P4s67bhens/GRcfQPDcL3Aig7ctphH8dV5lAkZeI5wUJHtoStiwOnYVP4oYE1N2PwkMw8tzHYBY0X1aGEehNYkNaHqEucfNIeBxbD0tkOGi63PbGx+34HYuGSrTFRLGNw9nx88UtfwdHHvhbz584HzbbarsIJbz1JfCGGZs3FEUe+Eg8/8ggSybxssBS02uJgPX/B1mi5ZAJt1Gtl+dap7/sATjrpJKzYcRcce+yxOPfjh+PpDSP46EfPxc+v+ZU4Cz61bhNevv/BeOtb34o58xbjlRSuTjwRjz6+BvsdcAjuW/WI+O9oRgITxSrmLFqAH1z2Yxxw4EHS0Z/73OdEQ1lrNJGjICu8D+OqayLEEiEkwl0n9KjHGOYmhemZNPTv18XxxlMcl6R1Me/BeZPXSMe4AU0s9HJFi/MYk9D/Zxn3f79W/PlfStDEkFs5hb4Yj1GhQpwl/0FbY9JsL/SET2CYVdlFBSGqpUnhH/js/Lmz0W7WsWTRAliGhnTSwcnvOAknnHACKqVJoa+HHHSA3D/ogP3w1re8WRwKqSSiAuL4t7wJ73//+3HVVVfg1ltvxTe+9nWUKkXG+ITrtZDKpFCulvDy/VfijDNPR9v3sN122yGZSQqHFy2kkuLEVCiecYiWEX3ieCPfw/6ME+dz48wzzzyXHc/OJjIwkUmKCTXzf+Qf60sNTdwwtiFm8KQjnwVBNU3JACTg/NBHEFJaYgzXCETVRq0T6UJI+ZSvJlmJiEGNcsbjPfiQQzEwNIh9V74cg8NDGBgaxsoDD8SRR75C4huu2GEFvnThl6EZmjgezZ4zR2L8vu2kd6K3bwAHHLA/OFEzigA9nE899T0y8GhQf8ghh8I0DTnn5h/sDw7KvffZRxyYGAtRJtLOZBrVLWqDxjiHnakptjkUWAkDxHbFU1X0/Mz/MQEnTnDAE1f4PnO5J6CJv9+Z8QhAASLzTkxcEhjLEq/Y/Q84EAMDg9hu+xXYd5+XI53OYtddX4aDDj5IvuH7Hk488a049tjj0NPbg4ULFojWd88998KKFTuC+b777isOiETi973vfTj00EPFQ5xmB7vutpsIT+vWrRPCtXz5cmkWo57QaYHMBwlZhO8M5m5EcXsJv81+0ZigMMXlZgosjIcc8z5kAHRy8/+fxO+wz+LEHRg5IFmPKF4w73UGLftFYMqnNYlzzRjZK1/+cuTyORx88KEYHBzEggWLsPMuO+ONb3oj7rvnXmy//fb4+Mc/jt7eXmnjwMCAMJSvfvWrxbTgyKOPxpGHHy5OiEuWLBGCQ494Tj2vfe1rpS4cN3vvvbfAhf19zjnnYNmyZdLXsRDAtsQ7PDFGNzcg4YY+FAUYRcbirohcgKAJhcAyavVU6+O2xRc6eOJ2NoFhbO96rS4xZ2Pci+EmYqu8J8E6BU5krzmOGZmF42jlyv2QSKZw1FGvhJNMYMWKHbBk661w6GGHYnxyHAODg/jK/3xVVoV22GlHJNLcEMXDe97zHolWsPPOOwsurVq1Ssbhhz70IRG82GfEnWw2i3SGwihQrVTFMWb+/IVYsWL7qJodwdzgTM9xyt0uucGPoQsc+VDg+xKvNBpPVgcH4tenibc8y924unbminA2mnyVpkWKZl32xeDeGOI4SO1d/Av5TKjB1wx4RFzuAOoHOODwIwArieU774KDjjgSLnSxRV150CEoNRpy/rZTTsEBhx2ITO8Adtlzb4yWSnjDCSciPzCAY17zSizaZnsUBoewbmQUnz3/AmRpbuYGWHnQgajU2+gb7sHcxfMxNG8RGl6I17/leBx42IFI5tKotwGD0U8EA6mHpiKATJusY3SAocmOdJxUOTy0UKPvkezj47cAJ9llZB698RL6H+EBaQTxk/hDGmJbtvyIBzQVKvQP4cSTT0Gmtw/tAHjz296O17/lrYDtYJsdtsOHz/0YTnnf+7F42XZI5BgdxcJRr34d5iych+123hWHHHWEXCvXW2gGIeYsnI+Djzwa87faWsJHWakkKi0PTiaH1x9/Ak4/+yM45jWvRStQ2HmPPXHG2Wfi9LPPwkmnnIxlO+yIbXdcgQ+efQ6W77QzVrxsZ7z/jDNx/Ekn4rVveD0OOOxQzF24AK9+w5thZ7LQbVOEgE988lycc/aHsfMuO0i8+0wiERkiBSFsm7RXFn/gtQPooS4kmh1NOmNYGmSOe4H4FNLMmH+KaTyv8TjmSeI5kzQ/TrzP52bSuPj+iyMnjnJjtxYsOyF8BldGSJi5SRUZWJqoMT6+pluyn4PFzd94VdNlN92dd9wN22yzTBReDI5AxRbn9t332gvLli6V+ZvM7sknn4yB4WG8bJddRMG46667gvR7+Q7kIVaKszt34jzp7W8HaTjn0MVLlmDhwoWwHBtUIK7cfz/Umw3ssOOOUh5XVoRgCo9CiJPXZTbtVcbN7rhDNPcEkJ1lEdXbsmyh6xpDDZIBZUfG0hOLiiWomGD/o3Yo602NEyc2JhIc/lhv/v6UlMfr7HzPb8tz3F6b0hKXV8gYEPm5AQhXSOnNzsQ3GFosVlZSI6dcXzSa3CaX21ZyDqCkVZ4sy9bB8p6C7BaX683LtsjUHpKp5Q59mm6DUhzLJhPBwca6cXBR88O+iTVQvu/KfbaLEzptUg3LkfpE/HDEKseWhRFrx2UV7hYWCCG2KCVbtggLBAF3t3s2DTTrz3c54LtxgYxry20jn8s/Q4cqwJJ/kWag0WrINq6EN00SqH1ledQiche0Rq2FVCohAc4tWxMNaV9fH0qlSRQKBXD7c24gwmMa/hMe7B/ChnVi/eKVBgoWJFTUyJKZZIo1ALxOfCHsqAUoV2pI5yImciYbHPN33EmLbaXDQpw4yGgpI4Nt5ovxQ1058ZEphh8nRNZfMDCcxi/CR9KURiUU3M5nO1tT+3ToM0Q4yGRy8FrtKe1wpVyWMRCtnEQmEIQxf9ycgKYr/CaFGJreECYUxrg1ePwcvx0T+e7VG7afdY/pA+Ed1VP2sJcxIjblJmsH2QCIeJxMdk0Y0Rub/1fctKMVfVOAGd3mmCOvR/gwdaCy2TnvEfQmfPh+S/qDL9mmE+0MGirUmy34roe+gV5x8rM5nupNpDJJCevG8cOwXlyZIC7FEx2PuVJAGBAelUpFbMwJg5jWUOs8MDCEWq0Bt+2jty/aVZNlsH8JK45Xwpzw5XhmS3h/8xQhUESPNr8jbacHu8FNbKLt2HkcMVQMExeZQHS/FeNtfI3n1XoTdNZhYl+yToxq06Q5mGmh0XJFMEx0tMF8jqEg+3pyEiLSsXRU6y1k0wkJHdlut2TTglQiwuFas41M0pH+oSDDvmOrZIfLEKAz5eh4GYP9efGkp514oxWAC4UJPXIq4jejuvNN/nimY2TjKHp7+2F17O9jJODGIQabxMeiF6V9L51/MdZHLeJW3sQh9n2Mp7K7bamMTCEPU4vmEI5MbhBF4Z79zDCr+QyZm8gchpGPhgf7UC5Fy9/lekQXGKay5UZKEuIr8Y32ppV6Q1a2yrU68h0aKHOVH8AxDeljbizEccH3evJZ+ValHo0hDmv6j9EUh/UnX5EX53eg7bmwdW7nzhCIDWRSFEypNPDRqDWRz/dMzeXsd67Gy66LwpxGyxTcZXWaQvz9e5+0MKaLpBtCY7vGOK+xz6iwYSIMOIY5JzB/cSdGZQrR4iq+nUTba8uuf9H4jega28et2xOGKQ7fxCnaX5magUazgVQyK31NnCajGs9ThBm37W7U6zL3yK7BZFg0DZzrcvk82r4r4W0rzZrQaeq9ycBHJEGT8jPJFIqVsvApxJQmTepMI9pK3mO9bJloREYn3erwe8w5liLcVRI9LdRCpBPUWkctrDUbjOClFJlGaqOYYuaTx+zsZxJ8eewf7l+MmAR8NHlFe6fHyM3BPTPJpKVRze8KU8n7ZDYjETdCAI5PAl7uccx2MdS8Fiv0+XSZgz6TjCYJDag2fHGWsRK6TPCNdhMJy0atWUNfYZrxrNRc2YWPSqtancxVNLAofbPWjaaLVDIyS/H8aCKlHTXD2jGsVtyhcR63NM6FIemcUOfDJEstgmzTiC43ZvyLTTjiy4Qz4UZCQbgQyaIS4yeemXOCdjoDh+jdaLfE3IVP0mpAVoEAFEsN5PPcoQwYHZtELp8R/BMGVNEpi0IRV0iUMME9hYzUod0OomVd8L0iBgd6pBJcZmYi48NlX9dTsC1udc3JxZBuZhv4i2EV5zFUeM5jEm7CgnbowtBQqCChjF+QL235H98jIaUGPE4kvIzvbTj2lIAW3+vOiY90uIpTudpAPhuZJRFVudU020dGj7bk3NmJY4Ch/MjMUHvjcrtfCYVoyXbODInIVKnUZdcm2lITR4rFiowdlsV+pokKaRa38eY77Bc+x6HEZhOetGPjrn2yrN4FR8adzuXSU1E1NwdTF8aIGULUOjLhhBV3JmOfWp1YsOyfrjemxiOvsyXVehW5dBZeGMpSYdyfcT5ZaqC3kJJY6/R1SKUcCQFYKGQFRmwPv034cXwRv4lr3YsLcVnMGYWEz9Zpz5nibpBR4g7qxOUY7lyCjvk+jlWuIsVlttqMmsEoK9wZrlPAFrKYbrFPOeaYYiGRrzXCdiRAd+jbdFTkCGKMKF9tVJFNRQqGcqWEQq6AWrOCTDInSgP2Zq1ZB1d+CtkeeKEru4HS2dfQTASKdMxCrVlFJpklKyfbMjfaDSSdpCgDSpWKOLtya12TgxS6fMO2EqIxVqEm9pGOmUTLa8gOdgY8aF6dhuxRy4nnEneV70erVzBocqIhaHkwnI6JTBAt63ObcjvxYmdCttDpcinqv1jY7x4BnK9IE23GZmecb68h/hgM1Wnr0QQvMXeNaEv3YrWInmwOXuBFDAMVGfUqGIKVX4lMEqOVSq4IxK6a3cebxjZheGBYVgyo6XNMB5V6RforJ9swT5ezaXQThgeHhaGKmPiYOY7aOjI2gqGBISBow6S/B/1BODD8yESOAj8SySgmJLd7DkLZD0EMWyPLKKFDRLN47P0pKP69rgsvQaztjEOei5KiY7JFwZXXYuUR6fGLn4GG0AZqk4k1TBE+8Xo0hEkL2W7HiAwASa/pM0OaR8dm0ltiHrs8jjnOvSCSSRMjI5MYGOiVOYg7NPf0ZFCrcUXPlDmPyra6FyBhGXADBUPThG7RSZohV+kTQ/xgrH/OT6OTZRQKebRcKgyiFcFu/o1NYL2oIJ3KOwjEcjpNkpxzIoV6YaDjzuQkz45mBcenYjD+vVDwz/sONUFz584VBoElsLP4owaTQgGPmWLEnvkV3i13JBQ3CIXRobaRTAe31k6lok0jut+LSoyuEG1ibU3MANKHMeFEzEbMdDDvnlBHx8oYGIgYqrGJBvr7UtLZ3FClwz+D4XuZqKnhd1wfoFNysxPcnkqtzZyUo8flf4TOZAyAerUuYVzInFAryLrIFthEXIpezyERjnyfuCEMpFKyKUcyl5JBMxPB4vO4zcyJmPwcCR/rzrpRaIjPhfmggCKDLmpby1VI2FEdeWxxya5jI8lqx/DiwBW42xGcaB/J+LfUdsWJ8CNDw9KqdV/CMcUDntfiR6OvRc+NjxUxNNAj90SrYxpiwsAwckbH1v7ZqDjhFuMemVLCMGZQKXFHbqDRt7oHKOvAc9ZpolwVzQ6DyZNIyApICAkVxrbF9Y3f5zXi12AHv+p0HEt1mOZqW3CAcGDb+W6lNg0rwsjzQqSTke1xjOsxbHifxI7nJJKU0ON7jSbDVfnI5SLNMxnMbCo6jurILzLFOd/URYsrtuGyyhHdJcNp2ZE2Ie6jzstTb/OccZc59wrOsD2KAmeAfMZAox0xtGT6xX+l016ya4RGo+0h5VigLyjbFA8FlkkYsN/IqCQSXLWIhFx+hwJDKmFI+6tVbjNPe++oDh1Fr1SVsCNTzeAm3YnjV4Q6mgRysxVWupNiXOFp93HMNPM68YjjsDg5ip4eClMUY2PqT5h24MuVjOmiAbcF0Aa6WQfoO0LnTzaIAKQ2jAMxXl3gOYVlTnbx0jPvk9npMAVhowE9kSLRjewq2Mmej+L4GHqGZ0Vr7FzSbbeienDDg0YTYE7Mo/RscOcZ1jfmhtgzbANnMZOdBDdUsNOZyNFHN1Cr1ZHJ5KcRPwbeSyqPx0jUqGqtLAJUwkmIHTTN0xjhyURTmBPSlPHJosR8txnvPJNBqVKVnLjD7ZQZmWh004gIOm6zJStWFMzY/wHHW8KC3/ZBTVvKSYngxev0uXCbLibLk+gr9EEzNbTqLeR7esT5e9369Wg32vIcrzM6D9+n9GwbNoqVIkzNlPKJqrzvtTwov4WwVsFQf5+YALD+/YNDqDSa4FysDBMOVwobDVF6cJAaJjc5CiIhVdNlJaVr+PzdMYBzIbXvVNSRhlHgIbzF1CudFjO6pUuXPqNe3eP5GTdfRBdi8jI22dEKc2v2RDQjxPc68u7UfEbMJikiGajWfGQzpghEnL9JSjhnppLRjEFLEM73JFOcs2IlBS3+WE7HRFnoO3kMki3Scb49WWyKxjiWu+P60NQpXmwj6YlF8C491VQP1GoM/ckVc/IXdFSPni5Xq8hnszA5gFhhIgIRgL8LL7xQnNxYigywqeL+8Q44EXH5vlwuS+WIuERoOiScfvrp0rbuiWhmC1zXRyqTk8647bY78POfXS22ZTQed2wu49KTlN3RMd3oMuFgWaYFNF2aIKRlUmvUWwJLvkdYUiBh2DnapFaqJanb3Lm0fy6KSUKr6cEP6WzkiBBAYYYG+awzJ0n5hhmZbPBeT0+PTKAUdmzLgk7P+6kURgKDpoSR4GVqEVt1anbzEq2ATnkHH7QysqnrkqqmiphxEGu+WB/WkYn48vvf/x6/vuEmTJTbCDTGVOZubmFXTtOEUAhyoa8gURDo6qJ8JY5xrBN3djDNBNZv2IDZs2eLVyzbzjpzSY/LQ/wW+7RSrgo8DSOyv2Y9KDzRrIPPUtMR9zMZDF6PpX4GVeeEQlzhNR4T30nEYvOcyJGg09Md5z5NhcikEviPD5wGOuHR9MEyU1IneohLxBHRmM0AWtdpTChZpwsuuEDqyvrSLCCd70XLNxFokc4ngh/hpqZWOhhrmdokcmvpXFYmok2jo8hn8rKjIE2QCB9+h0IvzRHYNtqS0XmS32KbCR8yg7zHH/uV8KKGMFCh2JVxHDHkFes2rfmKGsN+4PvMmUSCNzRhsAKu4BgmWu2G2FvPmTMLJ7/zbVNLm13g6NJR8GrEOFFrqbMsBdEwfO6886Ruk6UidNOOBIbO+JN6TLHsFCZbyNG0p1pFmlo2TsyaAds0USNe0DQtaUss7FQ2I8vFG0dGsGjBPIGXThw06BHOyCGR+RfhQgE8nhgJv27c4nIswyhxPJgmbeForkFTkmjcikNNZ6WGsGYoLtabwhOf4bU5c+Zg2daLcdwrDhdGk+XH34jzbrjF11gO6QLres8tf8QtV18OJ2yKswttwTkOmUfPhyLs8XtMpEND/UMS+onf59Im20jaxHI5TsgIUEtGXwziEvGK77PeHFM0jWLiNYbmpGZI3jNM5Ht7UCfTls+hWavDVyFCz4dhW+jv6cVEqSgmI6VqBX2FHmHQWA4FQmqwmJOW0H47BHMTiVweTjqDd7/3NGgdh3CuTCjNl0mXGvKXcmK/sC+JazS9o/b3C1/4As4//3xojTpybrQKylkg7USyCP3/yHBQzilS3gGQMIGKHx1TmOSCZo33KKOQvHT2YEtbXHKXIAkot4E5fcCaCYC6fzIwZFLiVUdiFUcw1/n6bWDcBbjOQQGVCwNFmsF2Omd2Dni6Ep2zPtyEkmHkOeZLHt0VIxmLkVgaALifC7/fovCbYBAZDfU2N9xi4RroK0F6rLUjofmFwgGOF87F8fxC2slEWkrae8opp+DTn/600GjiOukM6UC8mvRC1fuv+d3HHluDb1x0MbK5AjaMjIq9sNDEINK4kw7QVJDKFsJL5iHaHXOVz9TE5IiwInwIR+I8N1HjvEY4cq7iO/FcSjrEa+ShWB55G853VC4N9PULH0XegHMZTfjo4M5+IT9GvwHaMvNbjMKRsm3ZyzSml3HOOogTfy4n/ctzmq6doIh5eAAAIABJREFUdtppWDBvjtSt6QU0iYyU2OxUFioFN5uyXecPfvCDKaL+1wT4X7ssMpacVNh4AvpVr3qV2LiS6BNhmWJC1P1tjkXTNsXOjyLGZLmBXN8sLFu+HexEBvVaQ7aIJpFgYvisaImRZyyXBvRtmTA4sbAzbTshnUVHL2Hw8r3iCUr4MmIH68S6cFLlxMMJnBNyqVQRxpHnjI/IfuCz8QDl85zY+A6RSjqYtt50gItFKyFnUV3Z+XyGJiOtVlPstJ98/FGUq80pzS/DQkV7YUSMTOfNzbKIiY/uy8C3bTE9YPzYULNx8BFHwtdmqNikhBhqEewZPYSEhnUnQ8JEGyfW57DBIWzcGA2YRrMm9tD8Lk2L2G4OHA5I2i0TpoSN4yTlHvubtqa0p+7pyWP9+o2iaWH/eB7t2+kZzTJoOxiFVyODQ0ac8I1jG7M+hCMXo8g4G8JE+7j0kouRY/gb2o82Sd4ZSqkNw0xGBHxLYqs8Ff1jn0mfQ8faDSPYZ9+VGBiahbbno+lydshCiT40hlfExEdv02yEWzCnhRjTDqxYLGPvvj4R7BhnmG2bYvAMXXCJW6QfuWSJEKEYVwj7XDoSHEh8CFMSFNpxUWDhtqdksLhrIVcpCJ9Gx4mWns6iAbC4CYctz9Hkgd7SDCfEnSYZqYNwYQi4G2/4jVSffUP5Plq846W4jbHQ1/FR4DIuY2poQDLj4Mm16/GqY18DO8WIHJZMyBx7MZMVhWqMbMfpwEtmnwzv2rVrMdA/JMIH2xfTtngs8PvxeOJ9MoDcuZD9ExNq1pLEPIY5cY1wIvx4LR5/xE3aQFdrUXijmM6wzTGDy28x8Vuu15JNcVIJG+VyCZMTYxibKMoYjdpDmNCZNYaNvCr3eS2+zh0WnaQtoR5X3X4zXja/D9kgCovFV/kcJ5II1qE4RdNWnj4GrSZtnz3skB2Cz00zMgmYTq/s4sn5IkVv+Dic59A8YcRNk6GgIh8Itn2v7eYKvKNrLbh5YHCbrVGvNsTzfWDZsIS2aictJLkdr6+QSDmYHC9i4YCBXCYL1+ekRQOOHviaLgIkHSKj/o1WPgLNgK+ZGKt5WLN+NRgvuFWrIZEpCI0lI0kflaidMZsWwexF+T+m4ZG/pMwvhAjDIXKnx9i0JfAVHA04dK9d8LqD98VgUEJe99FoNiUCDvuItsOk1cRJ4i/HATcO4rhWgSfXa5Uqenr70XQ9eH4gm06x72nXHNFdW55rtF1hFghT4ik111xUSDoJYWK4hwG/V69XZRyR3nGsEPeFOerMwaxPMpGWd7iVMwVQjjnSGd000PQ8wQPDSSDk6kqliYmWj0W77o3td9sb/XMXCkzqXkPsbOlt4YaBhM6jX9ILlTjeSH9JIzj22U7CgAq9Sy65RBRNZPj4HO+JINShCzyPacQLVf+/xnfdQBMH1v323Ac7aRZMm2asCs0WFQahMMWcc9hWtpl4lrATErjBV77YPtMxnTb99NEiPT989mzBEcKNcI3fJW3l+7zGFZXA9YTf2nv/PnHONjRdYE9FI7/J7zFRSUClQL6HPlWB0HGGN23VGMouVjhMs3dTc4zvygqhFir86vprReCjSWomQYd5BZMV4UBjxeJJgIOOFecvvvbXAPSWy4gn1fju8x8M3XVknUncSTR4PW5HXHp3LmGxaHjeCZXlwUZLJaGSgxipNZHIDKNIJoCRLDrlsiM5YMnYUEPd1hm9I4mi76M314sGCV6hgLXFOpz0LEx49MZNw9N9KN2Ez+c5IXkaAu4Jbxooc7k4PQC3o5HjbodivWtH0jySqShGqgdo6SFI5GvOkQIqvcNAy/QjzROtqoqW+lv0eE2koPw2tFQedZfMo2wIBMMk7KPtmaNpu8tzqwMoIhef4VOM4Sy9pZvYMDKJdGEYpcBCaKXEYY9SHhGajAYRl4SUhIWwGy+X0dc3D0Uu+1ppIewjtQYKAwvx6MZNyOVmoRKGqPkh0tlZWLNuHfr6ZqFJlYfDvdSiZR8zO1dq5jGGLJf5GNua8W2hYbSmYOVnoSmLRRR3ubytyRIwrBQ8Xuf6jqFofSlqD0YfiAAZLyHztg9TebCUBy+Idp8TjY44xYWwmQeeOCNEEzirFOFt1zzYmdw7IRZpSkMb2cIsjNYNmKkeTDbbSDoFNNseCrmcEA6OPUrNxDMKUppFbbGG0Mig1grgFHow0fZhJHJCuPsSeZTrYwLjnp4+rJ2cRHbWNlhfDpDoW4Jmh4BoGR2MsMzNoFhVnavpFBbSWbigPTZtMUwgpUXwIxIlHDCacaQb4j539KygV5AtthsVugtYWYSaB58cGHRYjilhh4kntPmN8GpLY5zwooOrK9tgE8MC7lGlqHUykeidh1oT0O0sStUWMr29aNDJSVdotKpI55IRnGDBMzPYUFLIDW+LmufBa7tIp/JoM26uHjGwpG9k+luhgcBMI9RDjLdok2xDs0JUZcBFIeb0VBZNKiCSkY1onTCzU/KMkR6WsWhlcyi2dfg27e2jtkRtjXCVy88sQyL2ONwm2UfbCOG2mjCTPXC9MTCEP4Ug2inLGmFnT9EYh4hVHDsErTCLimZNNLPwJcyX5TVhu+swkHBlzHFnSbaXJiHc8ZO0hSZatUYJg4leNNoVONT6aJow89V6A17TwZx8HpOT40ghAbcT9tILXLFZtsTJGKLZn5VKw6BSocmdBhMy4QldG9uIHqWjYIfQKkWkNXrd61AtCqM6VCVEljSW1+tjUa4ixjnUDNE0k3pFC6+R5odt9zQHeaeA1ZvWyHhLJAtQsARHBA5TApmQhBflP/Z19xjpikEiS8tRBBLayzoIQobwS8FqN5GaXINZ7hJkvSL60zaaqgG9XYQV1tGrXLTDJrxmNPnTlj3p19BrMPxgRWivmTZQKo6gUBhGsVlBv9YDV1WR0CwkwyIc5cBtBehPJNEobZCVTyo3GG6svzeP8vg4Mo4NJ5VDs7QewwkHxfI4BlIDaGv1KAY5Y3aL8sMUrZ8Z2mj6LfjtAFvnMwi8SRrEwgojMyo6d/ktmpCY6NUctMoNhM1t0T97OAozw9VmOs0L3QiR0imIcexEtPeFQAAqqTjHMSe/QeaZKV4VFH6hiyfhcxzTsXLshajzX+ubxF1S9lK9CmU7spKgOwmYZlbCIRYKgwKXCZp+6g6MZBblZglOuhfjTa7ap9AOXHhczaX5LIMSJLMwnBCrJxtIpoZEmZEv5FGhUJa1MTIxiWQyK/xq27LgBg2YPRmUORdpHXPBfBIlVsxwoqUTABtqAZAZQNGjItSCnh/GRJsCZuRXIXtpUHidcuAnlLjZGuc8F0lbQ7VFh/wEqASh+G/qvqi+/lrwfNGWQ0SgnQ4JlG4m4aR6kEAGNpcTuHxuREjfKFegQkvsPBNODi0/RLXZRt4xMTxnsWwOkkzmQPuYdIbG70qkoDCktMzlYRMtl1rlqNNCzRcNTKRz+fPAJ/pKsUOl2UbEqMiSaIeocLBy60wGD/c0c2oDClmI4/NCveOp/9nqELmU8MloydVAAAOFgVlYN17G+JoNssELNZmTjbZohNOZAupNaoEVMr3DaHPTjcAEY1jTeSBTGMLajSOYP38RNm7cKEx4UrexcbwiKwFNaog7g+IZNZP2sf5cwp3JoD3j6T9xQfTNwgBFWuBIC81+gTJlSg9gSemxnZR8S1Ni+iFkO54B43zml2j6wCgoZCQIbDONRCaLcgvoHZ6FUqUBV1OoeRqUlYTvhRLeKZEtCAPteVx+KkmoP0ZBKBUr0EwbhkWhCFg/ymgjA0K8149ORHDvyUE3AoyVy0KkWKV4x7uYTYn6kWIRQ4GRQ/xzEpkiHYrOqMRBmhDQJYnXZjAGERPOb0xDkmdRfSjKRgy0LOMrTeDlU0hqKfQMzBfmmdEeuJslY49X202xr/SUJcIQwxRVG3VxMM2l86iJ6VRbNPQBmX4vcnz1WwrJTF78AnKpDNw2N4T58/CHMgbNb6jh1lXUrng1iPgUChwi4ZuMokk4ay7MzjiN2s9vx9Di8bMwA2RA+SgTze7gImuHSKoG/EoFhsdVrgxCv4VkzkGtUobuBljUn8Pk2DpYYYBMKoWAEXTK1KKkENJnoDKCPLf85spEowo7nZTd5kLGdOUkoZtooAmLxuKhBrvtIRFws4sQCSMUU61OrZ5nFrWVsCItYerui6ZMbjqcsB0NcSPaWIPYytEpmsfnQrqeZ61emMdjHOweO+znaZzgEedzU/lIBU2kgwpyWhP1TU/LOKf/wexcGqMbHpOoK0M9PbKPgFevIB34CIpV2QGOjCdtm4eomPEm0WMFCEprETZrMq6442u5PIlUhsLrJuRSaZRGHkcuk0K6YKE2uQZDtg4nAUxUnkY+lUajOIYlg31oN8dghJGWkTuo9uXSqFaLYjOt2zZyjACToOOsi0qjgoRpwQ4c2ByjXHVQdIq1EPoJpKlAkPYbgIwvKjM6juGKrHPH2PWF6bDn9VXOwy/FRHLEVVy6RCcyeXhmGq5uIZHvRz3UxGRLUWvs+SiPFIU+aYkUHCMlykalRyva7M1Etgcjk2VRHml6AuVmANvJotTwUSzWxFQjmesXXOcqSb3ahmM7MucIbJ8niOm8SDMxUh0yzhETzTzqKdJajjmGsCPtJsXlDMcUraoG/wgM9LNMGFE7/ub/YxaMDC+1wzR5mJgsIihOYGB4CBOTEyLxcHLKJDOyHMmwGtz+lATCbdfh+i78ZhUpOtXR+9NvyeYJ2VxWmGhFO2dDg6cCJMwoVnVIvx2ZEJ9nz3dDJGYkhbHthmXH2YxFx5MuO5+2yhEGxKqP7tKe9/HIyEak0r3IpNISoYJmDqGuiV0pd2lMp9LgRMxd/+h4x7jWUqHQR61ehsadi/wmMikLbqsq2jE6aDXrFYE5JG5ktFw/s3L/j733jJLjus5Fv4qd8/RE5EgSjGASSYFBzFagRImmbKXrZ9OSLFvv6tp32Vd619fXy/b78d56XleWLdvXcpCVSCVKFClSFHMGCYIASIJExgCTQ+dQ3V3Vb337dM00hwgzACVbMgtrUN2VuurUOfvs8O1vs0iGWrqfe+FRi/9OhUhah9ddmIA1dxm2of+7cxuP/4GRnI6PiQcJbKTdxquv7samcy8QDH0iGEKtXIZlmwhFAmg2G5iZHhXMVTAYQiodEwW5Us2j7pQRC8VRreXFwytsGy0HTquFeDQE07ZRyM/AbbelShPDWGqZbyPVHfjdf475fcd/kJ/NHjWx0LSgeGLdKopSZuQ5YtVSCaQn1XEaCKKNxkwRyVQUVsjE+NQUzGg/rFAQTr2GWJg5Bxoq5bLgdYlb58JxbdGTViX7wzyGnuFnKvuiBJ/C40kVR/IXs5ojHacC/2Hv9pUgrjnN07htQqeXqu3C0PiZKuOpGi7qZum1ZajUDJJqzxEazGarhEIxh3Q6hYBtSyn4csOD4xkY7B1EtVyCFbQRDulwicdsW5gpFyUcynfRtjwx5PRAAKyeyrLt8WiQ4Bd4miVwDMOk98WAzuIJXu0NSu9SmtFoN0U55kRFnmoaHD5EzvdM623FViJeRnruxDOtRJcEk+YMtaX88i/HsWw34oBpBNaqippzdDaPvr6slJ4nTIJVQxmNJaUnK7xyYY4FGaGSYc5NDRQmxnDGujU4lBvF+lXL4TUraJZnUWvVkE2khKGllyw29RqmZ8ckfB1L9WD04CGEEn1IRGKoFcuoFCvSZ4hJTcTSkstTq9QRMCwke+JgUa9SPod6x2ubDofgOHyjKoqqUXMRVh7KIwKkOT78PsHv3K9yT9ptQr4UHewvx9v8xXwKmUEEdqo88PmZWcyWali+ci0atZowbrH/+ZVtY9Ewpujo0XQpBhaxLaH/LReK0G0NsYCBWExBVCm3KbNj4TBCVkbmQGKpS8WG6FSEcLSYVdg1vy6pFecYf9RZnP/Zxbjmwl7IuVJBhOjk4ZZuXU3796BAq5v9t/ifAoiGIYcwhbFJsnq0US2XceTQQUwVi9iSvFIKVxADQ1jC2OhRxKMJCYG2yGFrttFmpaFGFT2JMDynLBCAWrUm57HqTaNWlhejeTpCtg7baMN1WrAtU7gtT/XZ/RethAyVPqUasVP7VpRM60IUrhTquXNEUPkK1KndAbtTMhHHD+//ieCQ3v3ud0souV51xColj3WplEdPhvikhlAdeO2mJCIxiYjFNmLxDFrNmoRKqgxvm6byprikZlPV6OTuxBDgL3LhF3q+VCfvbFzyykcbs9WYwNd9NX8bt4vc9sdNZz3Xvv72k/y6hNY7RX6a9Tqef/55pHqySKeTCEdI1cXYEqEUVCHbCIVNJFMpSQqr1ItSlY9Qo3g8CNumacw7bKHVVIwM9WYNATOIerWOcCQgSWVNtyvDRiAW8+OfHl9ZOn3mJLd/7N1sBDHgjr375Fvnw69K6VSKJ98rE0+aXgv//NWv4L994X8KIwcne3q16pU8CrNlrB5chiOj0xJWi0UpTEvw6jVEbBNGsyrtSBgRWQZI/TdbLiIaj8FreAjbGpr1yjxOWoSj3wcWu17whBJlWLBNvrLf8tkUaMwXxGp9rOMXt015/wOYLpXw9DPbUCo1EImy0ASTcw7j6iuvQrSnB6VqDVq8DwU3gJHpcQTtgBi87P9tFvQJp/Dw1hcloZCMAeFKG6mkDTvUC8o917KQy0/BbdaQjJLyhFEVB61GFfEYOYYpQZe+UNZKS8vY60QmxHD1xzn3dv7EaGWLKa5xHs2/RQ6/pd/cL8AZHH7DR0bwyvbdYBkE0tqNHmniqqtcSaBi+5bqhPJYaJbrKJUb4kXWNZqoLYznKqh7Gr7+vQP4+K9FMDFdRjxZR5GsVIkMXEPH/tEZzOaLGBgYwPChYWxYsxrhZAxjo2NIZIfgaUEcOToGKxBCOJpCLJWV5Nx6hXk8GiRJ3mG9AA/BgIVoOCYwJKdWRbVchRkMi4wTRxK9ynTwtDVwrtTapAljX+goz/JO/LdOt9e//7ff7Xk+3udfgK523FskY5EP/6Vz6NChQ9g/PIrBZauU60ADUom4VGTW3CaaxOoHVAEdOtZy02Poy2agBQ20m6wXYaGUnxI4IwusEdLIqBijE6QpDVkB8VBXKgoOp/s0HMe9w+PvmJvDRVGmodY5VuRR57NUvu3Wp3ytWsko9sL/0AsVO4agScBtG7rwA3PgM3mjXMzLtJefnQbB6WSKYGluZpNOTk5iqK8X+ZkxoRgLBKIYGR8TK4nJGQxjsSNU6yqZKZlm4lcVrWYTM6WigOt7+wYE+C6el9N4C0rZ4wUoUPxeoCwpGggM+8kiPYZiVXUI5Rn1d3aOWdKKHMUkEXCEe3losFegGAwl6iELToOFPmxMT46KYk3vPrvdYH8PcjOziMYjmBg9jEhMeekJ8KeikZudQk8mqxKaxM3SmVA7FqLvpeKtUti+dQsn62Mv3EMja6kLPUQyIQjMQeUUsAAGM4gFMxcizympcixwUqGgoFrh1InSDsBtemh59AKSOJ6MCG1MTY5IAhuTLQI6z1N9ta9vPXKFPOC1UGdCX7MJVuPjIvOQtFfnCfxnkR3+lyU+3VsQQRWoQ4eITbyL4mG00NAM1NsuHM3A0ckJUfgyqSSKsxPwvAbS8SSmjgxj/bJVkiyZNCyU60UEdA+JSBxTU2OSsNMbj0rCyPSRWfQmUyiWpoVyjcmHveke5IqlzohhH+NbXvyaXY/3SVwux5nvieY1WN3S924zj4D2i8G+rAfE6GhqVDwVLKqjOi6x8ZWn29FDiATTaAZT2LBhBTZsWC+Z5nfeeReOFDxEGnymAGKRCKbLFSw/ewu5SyWhxgoExahYd8bZ2P/wC/C8EK47d4vIqUK1hr5EFrMzE8iVmtg3nIfuNbFudQLJRARBy0SYpXIrOUkIXPLN0/zT2miy7Le8f7Vm8q5Ef7ifpYDFSKYnkjCOGmw9CIvsCxLKp9OA7fnLN42JjJZE5uO3LFshkR3E6PRu/Nb7b5L3Fk7ux+5DY0gNrpY5LBCNoFypCg1dKjUgVQfJgmJGMogle1DM17G39CIaybVYteJcjE6NI9I3iHYigZGxMaRWrseDj38D1/dtQvbcVfCiQQwXctCiK9DSDXj1qlwr3dOL0YkJFIpF9PcPynsjV27/qtUo5KYEe1+v5gU+RJ5eej/IQ+20umBJnMHIIuMLKz46oRtdMl6F0dn31Tx2ipLr+I36M9hDxdlXnv31z+Bn/m0uSUiRqRiw+Gx0MjLywQRS+oS8RhPVUhFOpYxEnMnwJZn3WDa1UatgWW8apWJOnGasEui5BsKmiXhGFdFhuXo6QcKRMHKzBRSrVUmUD9imFLwjn/6p6k801roXdjM6b3zHBp1nakagck3YJuU62cZU/yMs8pdP8nS3yEk/e5JRTIucDdUmLUXblcQb0mCxQhKTAaxGTULv2198AU88+pi0MlN/Pvrh22HrGv7qL/9f6TikcXrXu67DQz95AMMjowhFwoJpZcWlEIVFs4GPfORjUjKYnSyXn0EoNF9c46S3u+CA46m+zGif05g4eUuITHWW+XPeGtFD6jI7oApEjI0ekTDyypUrsGPHTjz84IMwDJb+NvGbv/lb2Ld3D+7+/g8QIx/pxBR++5N34Cf3/1gqGbGy3vadOxAJx9A/OAB+f9c11yKRUtUE+ehdcrTTEqf/DOqafPtcVBtxgFCr4j756/w2266zq8tM6Zx6nBW9gToxvVQMO5SRDE2phBMbkXAIe/a8ig3r12P78zvxyCOPIBGLg3SDLLn9yq5dGB0fB5k16D2944478Ldf/ms5/+xN52L3rleRiBMv7eJ6lspduUKyjE07gP7+XqVQH+fe1POefhse9/KL2CEOcBFI6mC2sSulqduiYBGX1tvfi+Ksolxj4smTjz+Dw/tfx/TkOK6++l246JJL8K2vfxVHjw7LREVeeJaD/bsv/zWmZ/Oy/8jwCGLpNPbs3Y/f/ez/iTVrBnHg4CEk0pm59+6//8WuxYMrWOcOFEvo2PgcCrrBcaeEMVVlV+jZ6E0jdpjKh+VR+T6dRUfADsJEUxJKmfXOAjb03pNDvt7w8L2775UfuPGGqzA7PY1/+ca9SCRs3Hzjr4h8e+zZF3HPw09gZKSCSy8+E/f+9EkkojGkUyl8+3v3ipOASTRHhifQmzbQ198rFVLJfBO0GMETyQmG39tCn7mUNTMxTEm0ZOIY282ToirKpGhqVofWjjh9jk0VzqeBqTCIp9N2/z7Ppf1AmbOYUUkDrcU2skjmk0YskkRlz0HkHODBx7diZCSHVat6ZQ4jO8fY2AwSiRBufs+7sXf/AXz37x9CvD+CYAbYN13B1h/ejw+9//149IVt2P36XmT7sgiGIzg4AzzwzE6ZF88+ayN2bn8BlubBbLu4acsVGDk6jG13PSavR7OAX/3wBhw8fBi7duwAIRyDPVFcdfmFSEUZhmf/d+E06ogw4ivwJ5VsKoOh8+BvfP43KjryQ/8+X99/uLtiZJWe52ZDsYsJ9VwoJLSm1VYZZLpgNP/Rhx4AmV/IQvKBD94qjrdvf/NrcFsVFHKzuOmmmwTu8fRTz0j02mI+EOsmNF0EQmF88IO3YWj5MoQbZIRS9Ji1mguDHIenuCjl+AQni4KtJLTSE7qPVfLoF0iB9pWc7ofg54WDa+H+E3+n8kxtiRYtlRDS/BBXwdKpnP7GR48imohJpu1LL20Xpeadl2/Bk489iQfuvw9rVvbjHZddCoY+f/rww9i27XmMjk3I93POOxf/+++/gi1XXYmNZ56FH/7oXqGuIuaSHSmRTKPekALgJ77JE+7l/Xe3zRtFj1KkTw9reaKfN3UNXqspllnAMqTC4OT4KF7ZuRNnnbkRF154Mb71rW/gx/fdi+WDA9hyxeU4//xzceed38YTTzwm0I9UOoGbbrhRvGKbN1+E9Rs34p/+5asKAz334z4WThMLUDZLIsncAUv/0EnKmh8cfjt2vGALtJuFA467F7T2Me+Blrm8JaF1U5npDE1RoZ6ensQ5Z5+Fva+9jgce+DH+4Pd/H5Nj4/jWt76F3/zN38SO7S/iIx/7KHK5C/CVf/4nTE1NoNGoi8BJxVN44amt+PCHfk3Cpjtf2oWh5StVCdy2homJKdis6COLGifzz9p1qwss8a49J/24mOc/7kXYgPTMdqBUbEyqTqZG3CuN2SYCQQP1ehnJVAye08Sundux/7U9uPG6qyWp5Ot3fQcrNpyJsZkC7vjM5yT096UvfRFrzjgX+45O4HP/5Q+wZ99+NPRpXP+eWxF9diue3/karEgGmWWrUak7cx6H497nCXaIsSX9gEqAwkL78CKuDYah+WB8RlH85i92zHcxv/ukn9hGxdkxJMMewloThlPEzMh+5AolrB3MoDIzDq8KfOITN+G1115HqVzGp37rw9i7dy+eeOwh4c+OhkxcftmVeOinj2BydBirV65BNGBi17ZtuOaKy6F5LbhOGSG3gr5sUq5LDHeFjB8kJyG2W3DgS1GciQnvQMoovYhDl7iL1uE/V4YHcdFk4nDotWeFPSOIBuE9mgkbpqT3+smxJ22sX4QDxPuublQU6ZN4oGmckSGGiaAPPvG84P5fOzSOCy+5FK+98irMZBTZ1Rvx8ssv44wzN+GMi3vw5JNP45HnX8H46Bh+9RPvx2y5gX/8l/uE0o7Kyr5DhzA5O4sP3XYbRsYnkC9XkOyZxvozN2H/3r0Yn5rFyjXrcfaZG/D6Kzvx7M7dIsdaIR3ved+teOnlV3H3w8/I+wxnlmHTJavRKOdQ0cNwSjXYLtCbiKHdctG2TJWk74fM6fiRucyXwxxY/Nz1XZqH8D3jNGf+n0+H6PY4H+/zz+dOfna/QoWWC5nJSEPH56TySycR56pnn3lKio588P3vw7Zt23DP3d/Dueecj/XrVuPG66/Gvffeg4MH94OZy2KiAAAgAElEQVSUiaSfu/baa/Hk08/JNW95/6245977BPZJnmnSqJKthVSIDU/VcVgwTS/6QU88dx1Dr5IaIJRNqkcyW+cXSIFedLss6UCXL5qJasRAM/mNGZeGLuWT2REGB/olLMUw7Cu7duBgMIKDe/fh6OERXHzRZqxbtw733fND7HhpJ9q6JuEr4sUInF/FySgex/KVqzC0fAWK5apUUopE44LtYbEVXbhMl3TL/44ObkvyFjP7OWBIWTQwkMbISBFPP/UEVq9ejVdffVW8Y0xAIVfvY499D9u3bxNjZWhZHyqlBC668BIZGNVyDcuGVqA30wuDSUUcl6LcdZTnOc+6UgZVQywUrkttHlV0Rpdwjbru/NWPf20qTosKvXdYOMgvRqwYDae6o3gt2fdikTSGh48KZvng/kP413/+V4lmsC1YJOLKK6/GN772TSl2wsK8pA9jMZorr7gSu3a9gmQijU1nno29+/fhma3PoyfVA4ZoCQVRxVYaynN/GkryUlt0Sccz6kPzi6yCLI5AoeQ1YbYdGHAkMRfNutDkkSKRIf7XXn0ZrlMUQTadL0sxmGXLV+LOu76DI0cPy5hKZ7I4Y+NZWL58BY6MjGNo2QrEEymsWrMWL760Q5hQSqVKp0Twku54/mCNCjJFR0sSBI32fDi6zSIiwsJBVhJNkggFStVuyTPohCHQ/U4pfoozABX23nQcoeYsWizOMzuJtpuUnIybrrsGrFY32AsM9PfiJ/c/gEqtjYcfehBj44x82ShXijjjrI1IxKI4Y+N6TE5OY+zoCMJr1qBeLSObTiOTiKKUm0JxagSm7gnDh9uqA24d0VgErRqJMhnYZBRv6WsmjkrxF4FxqOmI75heepmquplHOhOX31wcnYsag/Nv7BfiU5cefdL7pYxkFUwa47pl4rzNFwq/uWEFcNaGjRgYXIbvfP8J1Ju7EEsksXvvJK5fsxql/YfQNmz09iaxdlVEEgyZcEjWKUZeW80GNp2xEUfGJnH06FH09/biyScehW24SK9aKXSlGzduxPe/80Ns3LhGoDjkb84MDGC21sTAQD+eeeppTExPIZuIYu2alYjaQXiVPOotF3WHvNC++kEoTmcgUGFm1HROceYYIXuN3xR0BvHNM5T+S2U++Q/4C7UWuW0FxcFIByQhHKTqJAQ2GglJ4imJBiqFgsDBKF9YxGnN2lW4//5X8cUvflESmMkHznoYy5clsWbdenz37ntw3XU3SASkyKJMUkgsAafREkdAJBqDHSDt5vHn6MU0pN+t5vvbYs6aP8b0rSJ/zV3+Z389f/ipfSJWk9zAXGitMIRNhYvKBIVFrdqQktnc73qsiqgei8e9+R66G2xe1Tm1O+NZ/A3FV0KvIO9PsKO8N9dTFQ41Dc1O4YlPfPwT6M/2oVauIx6L4QffvwvZgUGBbvz0kYdRZkEBKoJrMpjOFyVzvdpwUW+2YQaC0CxbeH+ps5PWh+5U/yUu9RnURNLdHup5uqQNTItlWlvKSyDGggp5UF5RgTNYS/skC4sWEIpAOhd/YVtxUXyXKvmPhUtqlTKCrNrXdvFrv3a7sGqoimVFfPOb38TmC87DRRddhHvuuUcGW7FQFkY9JgyQdJ2QD1XiOwiPsXw/gWQuQ5+QCIpQAZ2KMD3lcG6ncIryItKjIVf1H1FyMol95/uhoFi4kFHFPlkSHXFhTgNtk/yYasJgm7ECHCvwESeYTqRxePYQzjjjLHzqk78jGDImXhIn/e1vfxef/vSnEQgGRdgwBEr87sxMDrbJPkp4Fi1+TwoVVCoObHJeu3zn3KkK7fjeToFMyIP4Y4f9Z2EfWvikx//udfVfGdPWfAXN45/V2cPEMKEoU7W0tRaLsrgItGuwWhWYLL5guIJrTseiGD50SHDo9Njf/sFbkMykUaq3MDE5jReeewJf+MIXpDDKl7/8ZTRqBaDF5N46mLzikTOZGqzbgNF2EQ3ZktxrSzLmSe/0OAeoBFMq0KI8U/33tTuqlfRYGGR75hEtku7DbVWhGx4sOLDpaW93qjt2XoxKM+QIXtDhfK2KA5edUSqWemKIFitFhKK2GKjnXbBZZCtlLuVnJMK+MiPj9IyzlmPzhRdLBUJdM3Hvj38kbC2mbYmc45hmH2UBKXLc1+oOnFAQe/btk9LJhVJFqjwaAQuxRA+mJscQZylvKrlUd4+x9ty2REHakhwm6dqC6eerD5HrvFECjdc5D70oUhz19ErXYTbL0OoF0JWut22EhdaSWmNZlR7X+Puq0iOflwvnjDfPG/Ov0D+Oa3rJFrP48xaP5Tknuj6P4bUXc30qwKykzoVzjBG0pOhTQGQoBZRO7RhNTxP2FA5V/j4dNDwvauuw2sClm8+VbWQpiESDaFULCJltmORZ94APvvdmhKIxXHz+qNhrr9H4a1YlObderCAIV/6MVh2aU8FATwLj48MYOTQMrVlDcXoMKweyqBVnYbj9WNaXweuv75Yy9a1WFQ2njCjLGHoOKuUZrFt1MTasvR27tm/DC8+8ji0XF2A6LrKJEIqTR4RXl8w0baFB7CjMZIHp0IlpLK5kuIrnn1MN4VGSO81qn2ww0sIK6blqvBP879cj4CF8j8ozeuwiJqRHI9vWW7VQqeTi9xf2CX727+Ot+p1/s+tQhBNq4ThIJ5Jot4ZFJrGN+ezU8eC5uPGG63DuprNkG3XBb951p+Ceb//M7+KxJx7H4cOHQUK6QrkG6ktMLnVcGtImzEBECrXQIVGn0ymVEk7/UpVFwAILJeXim6IjdxaeQH3CF+Pynvj+RFdQGH3VHcnYxoT/n8PCBmNjsiP7HYgPzsHOaSIctkWRbjRYVW4+o9vvdMe/xdOb/HldJtTwx2VeIvl/h7uZ1YV4v5xU6DnlJHTFFVfgmWeekQTCn/zkJ/jhPfdgz76DyGQHcHhkDA/85CEMHz2Knmw/7GBYSls2vbZYT+RBNO0gqmTuIEYoGAarSvH3qGyeyloaTe7fP58eMEoZdgAGRV04VTJcaIjGwtLZWKSDzGb8PSqri1lYxIFJllxo8LVa82Wdia2jMC+Xq52KQ6Sqi+J973s/fvCDH8hE/Bd/8RfY+twLHSGiKgX99KcPo1Z1BOtMGUP6u3hMDQxuj8eTaJLiiHOrZGV3EP78TicFFTdK1M5EpdrPb8/FrX3lRfM6tW89dR4HPP94TYXJfLOTkB5y/p10YTXIYFDK4HIMUHFmlSpa2+xjzYaLUrGK9evOwMx0Hvv3HxJqpz/6wy+gUqZ3jxAAEy+/vFv+qhUHy5etQiFfRigYFc/99NQs6jVWECSlIqsvMQNeZa6zndh+gnvpfOb3Nj/L98W11fHal+PDV7xYNIALvRDU3Sss136yhR2KxXIoCQxW24yIIUAjgTjuYqEq4+jw0VEsW7kGQytXY9/hoyg4Hh5/5nn81Zf+Rjxka9esFwjQ1q1bBc7CyqCWzXujIstJl4V4alIXkTKnmM+Jp83QPcFzEtO51D8qMNRvNF0VoeKksfCvWipLZIbtpzMCEY4gGApLiXLS6J0uBI3PJrka4RBCASZcNcWLSCMhYJqYnHCwYmhQeIFff+0VHD60H9u3bcWLLzyLCzefh8P79+PooUMYHR5GfnoKK5f1o7+XWNUWqpUixkaHceTIIRRLOZEhTA6iLKSi0dvbL/yvrbYBt00O3zevWZK76rio1ll5k5Vbqe8GYVghFBpAWU8iZ2SQM9IommmUzaT8Vc0EHD2GlhVFrKef3gbRoNSY9D2WnZmNK3ojO+3vzxs89lgL9/vHc4I80Z/f7/3j+RtyDzSGCPnryJ+F1zjeby+8H6Ufu8JOYAWD0k857+zffwC33347XnruORQ6JdblcVxVW4Cyo16toO0U0BMGwu0qQloNIfJ1N4pIBtuwmyXUcxO4+pI+7N31PCYPvooHf3gvzEYJmYgGtzyD2dHDmD4KpEIG6sU6eqIBzExU0SzNYs8rOxBgeS+niGhAQ25yEudsXIvhfa/iwOsv48i+V7F6KIGI7cFu1+AUJ2C4FYRQx/C+ndj25ENYs6wHm9YHYLcdNKt5oFlBMhIAoUOtZl0V3DFpfCnDkFFcsUI770ipMhwnnWiNGJos1ON7ohe26Ju/851xoWOM7caFcxYjplwoj/2FcxeP4+Lv9/e9vX5zC3SaVsYB5T71OtIY8jPHBA35s846C7t37xa58cijD+Fb3/6WbA+GQ3h59x7sfm0fRiamRT/qHRgUJqpAKCLOxnyhJBFFOlZZ+IkwI3qjOW0YJvVGzl/+OFzaWukPdDLxPLXWOteSbcJOr2SFLzO45kIHh8x7b26St3YLFSyWsuSPcYJlo7Lz0rsm5RYbyuPMKmG2PU9rxZLCpEFTy7E8ZBSOC7w0p3DrOquqaTqchhJM9MCwshA7AkuMspx53XGwbv0aSUz66U8ewt13341ENIkPf/jXMTk9gb/9u78RuMYtH/yQTCycGEOxOGaLJZy1aZMkwmmGibXr14vXkcHJVoNlLlvC08nwp8ocWdrax18ykOkjcyhfmFwiIod6k96G1yQrQwXNhgMzHAAL/4g5L6GxE9tQFCJUxKWcrKaL18O2VeehJyAcikiRjx0vvYJvfONbkil7webzcN455wu++e+/8o+46JJ34PzzNmPFihWCwdv6/PO44cab5TuVx7BAWiysX79RkgjpZV23dgMsy5Z+oxKxdBgCQ+jCQDOAK8U7TuHFyyn0nLEPMZmLa9UW9CIabQMWM8BZ7ZDim+NLyNTbks/E9lWlVk7+2xTITVgivCmga21TjIzHH39c+LFZYvfaa67B7/7uZ3HvD++RC/6Xz/2BcLdueedV+MHd9yDb14uP/PrHUCiUkMlksWrVGgwfPorzL7gQgUAQmUwPNm48Q8ockzrRNGxJWqUifUw1n20pYVJOTMdWNE76ZPR8UwFpNdFuCVOwFI3h+LZY7jfGSpDHGrudK9OTFCQveEy6f9Vto9pyMVn2kHMMNI0ozjj/MvzRn/w/2HjmOSiXn8AVl12K2+/4LO66/yFRFj92x6eEJ3rvwWE8+cw2obm75sabsXz1Ohwdn4JmBpDO9sMKxwEzgGgyhZVr1ioeUsuCy3sXirSTPu2bDmAuA4sG0DNiCntAWzzR6kDyS2sIpfuE5YfjqMFIjushHLBQaQcBtzrn6XjTxRezgcmIDQc0AlKpCKKRoPDPt2lAAQhZLt550XJMjxzE5rPWI7+8Dwd274TrubjsssugGTq8Wh+ef/xpDGQi2LjhTOzbdwDZeAjXX/0ObNv6PAK2jvPP2YBkPIw9r+3C4YP7sHrVMpB/fM/uV9HT06vulEauRIneuA4EA6g5NaGsZKRPoky6ITJ1z1gee4s2ykZUkFpMSDS9FswOfKOl1zDbKGHn0Tw2/PgZVI2IUKuxbINez0kkQbNCYsD4hhyVJU5yvgLrK7hcc7t/HPsoj/WVqxM1N4/xz1t4PJVof+H1uZ9ziH+8fx/+MQvXTsNDIh6F4TmiTLa0oPB600j57ne/j4fvvRsf/fgn8P7bP4HzL7wE6RjLXxvyO309KZQOj2J1Fgg0i7A1m25sGDCxMmUjbTpYngnArMTx/It74UwdwoXrEtjYH4N19mpsf+kZqtu45ooI0Chh/fIozjtjDYpTR7Dt6UcFznjB2ZuRm57A67u24+z1Q9i8aSNQy8v3WDSADWuXwXFqiBhxxPUahhIa9FUZBKwGmqjg8M5nsCIVRV9UhxEMQHeK8OplaJYOS+obUYYwyVrB9HwsPOUxM5EsOjFklFDJ0aQgmESNaQqfeOqSpmb7+5E/6h5MQvb7AvsAF79yLt8ldRRu59y88F0vfHdvf5d0MYnUW7oBp1aX6AkZyu68805hhbnwvHOx+eKL8MC947j/wZ9Ik912220y1/7vf/wKak0P6d4+DCxfiXg6DTMQRrneFNirZQeFfGHt+g3oHegXhZllzTShtFN4a11jz1ma3iQdpxOS9SOGtNsUa9ICWFgnL070KOZ6NRvw3JAq+6X55dd+hj2ByjM7Jgc9q8395V/+pQDJ2UHptWQo8c///C9www3XoVZrSqdl4tC88tx9cyeYjLsPW8LnSqWMcCQmyrtFYHqrKVmgZ2w6C2vPPFNwzbphiMJD7+FNN94sSkoylhTOw1A0gt//r38oeF1at5meHjESxqemxUC4+uqrYVg2gqEgLr34Yil0QTorwh0i4WAnAU/pMHynSgFe3LrbfvCVAKUK0UOjdPJQICg8y27bBQs/0FvFzsLJjIq1HvCNlGM3Gg0JKkG8rt/6DBLw/VEpoGFw4eaLcekll6PRcOBSQQiH5GAyJFx/nQ3XayEcCIll2tc3KHylth2QxAAaE4FgWPZdsHmzcGdTgT7vvPMk7OwyxikPpYpevIHiSBRA0tiwmEUnhLyEtXoiFfHg4JnHW3MbC+Ww3+qijNDSJpsG21lAHa4HRhAJ8TjhorGUuyWvioKck2woGMItt9wiHtdwMCQk80cPD2P58uX47U//DkhGP9DXL/RrW7ZcBYblGQUhu4LXbgtkiEYHS3dfdFEa4WgYZsiWP4Pl1hs1UY6JQzsWxF7py7xv9hOGSVUW/NLX5J4NCF5VoBG6gUZVlXAnC0SQJeOPqb2rFmN/rzJXsBOJ9QxNcNDBeA+CwYRUoXzv+z6E92ocl+yDGnqyGRBT95Hf+E8w9DacchWxTAa33P5R6d+cJBtN0gJGcOW1N6LpGVi5doMoWXYognSvqp4ZjiVQY1l5UnFJlbMTvsVj7iQGkzQ+NL1IryWMFB3BTIuACqXjNOHpLdTr5OR2YVIhCBnQrAAML6gSYk/RfuFN2ZaOqBXEisF+MfpDlg6d3hmDCb1hRNeuRDjAEsghxCImehIhUZyTccKs2oiuWYaz162QBCAqDGetvUqelbLshnddKtGrQiGPWCSAd15xCWJhGxNjo/AadSxfvlKidHxWeYRjrDl+FYxDKSvVRhVuy4PTaGByahb/cE8eJRltynxlr2SXoY3PUZjst7BrvImtv/c5HB6bUYa/pSGICoKkG+XkyYSyjuLM8cU/Lnw+9ofuhcf5fzxu4f7uY/m5+1j/N7qP6T7f/23/HK5PtphWCM1GHdlkBPlCAZWGBiNAdp6wUKpW6y7+7u//Gf/49e/i9l//GP77f/0DiWhxTp2dmsbK3gximzYiHaX3WpPkSiZZbdqwWsZAuTiN9auWYd3KIZQqNYl8jY0explrliObiqMBVjU1YWltrHjXO1CePIxrL9uMiclJmMEQvFYVH37fjZiYYNnvJEr5CVzzjgswOnwQPZmkyJdmM4Kh3owUw7L1ENLhZWLUr1vWg6bTQCISYvhH6DUlvygcBQvk1BpNSAyayhehKR7JCQ0JrHoSuaVirSJoAhHquDvYpnR8KHDdiVuYbUIvKCN+nMvYr6empnDrrbeKYs0+QgdHNpsVxxi90Sw64yvdJ77623v9FuAcR8/zJZdcglUbzhJll+2dz00hkUzhIx/9qPRzkYfkcw4F8Tu/91lMUk/qyUikmlEtylM6MN95xZUC/WLS4Nq1a6QAGyPp0g+8lhR40gOWOLhYGGgpepOvZ8m9d2QvVwIf8nXxznbbon7kSmK7GMWc7ylSKHY0xoZ/Dgvd+Wzg4eFh/OhHP8LHP/5xfO1rX8PnP/9/4etf+6YoTZxoQyElZJ26KzyCDL/yJtXSLQg7T/cW3HtE8E5q0DKLlNF7knNbrKPOCb5eQzAYwOTMtHSQWrmKerEIp+qIUsOQEw0DCpfe3l6Mjo3J4GNVtFIxj2gkgkq1jnq5hGQ8KlYZZwbiMkkULz/oP4f/WEtdywTO21VtJHN4x7FYKuTFi8TOzJC269HjRgnUlpLR/k+fbE1sZpP3jAAI5aUlT28qleg6DIR1C8VKBelUjxTAmJ6YRm8vFaEwRkePwjKD4qmw7SBoqEyMTUqVR2J1HYbWGjWkelJS0IQKUCIZUaE08Tp3vXvp/Z27lXbqhPLkoQTvoRTDRX5ndTgufD4q4qKtcxs9Vvzr/BRh+Ry8ylursJMnVZ55J64LYshbWkCMDgpzp9pEPNEHzbRQr9ZQqpTRNzggyohpGILtLbOyWCwqXnwmYzKSky/kEU8kpO337dsnvOTthoeqU5U+x8pMLFSjUYOiumlQsVEGglT56jxLR9vpmESn0X5tgBAFw6SRoaAqTTcg90fdQZSLEyjQ8sumUpR4a3V6+QmvKJalyEIgaCJkWggGAiiWyqIQtSp56K0ybIRRrtQRjKYxMluS37J0DfFYAkEkUC6XEEv3i5Fm2RHBkJedBlzNRjBML0dLaN5s8UJ19S+/jRaz5s16jbkEQioFxEKrhX3FhKFbUpUzFGUBHBYLaEDXm8pT3Kx3YaYX84MLjyEOrwkYDeFbN6kQNquAS2YMRh7IRd1EQG+hUSmJu2j9imWCjz86NiLjN6zZYB4C5Rdl7ezMiCiNLPBTLhNHDfRlI8KRPzszhbIXQDqTAj1O7JMBmWDUGFp4d/zOaqRU9ig3ZGl7kqQdjYTRn47iD349i7oeQavNMt1t6J6q7Eh4laOZGC23MTjl4OaP/x5qdkLCuqGABq2Wg+Y2BAPfJL66A6ng2ldqqRxx3uHiK9PcR+Of9+R/Vjd27P992CGP98/htfjHhZMql4XX9++DCtuJFjsQAds1YmvoqVbhGWGp5FoulSSHga2WiAeRHlgm8w2Vct6HKCzpFOqlUYSiUVTqdRk7zHvQGhrovWOom84hIoXGxyfQ2z+ARstFJtuLfLEkEQu+v1qlhJBpSIEi2ylDKzexIhOG03KRy5dgN0ys6omgUJiGRcx6xcUZyzOo1hywEBx57lkxlQ4xzqHENXmGi2ggBARCCAZszEyMS6SIxo5D3L/LQqMmDMJWLD4zh4uGtt5QXPhuCFagCc8zxcDV5QA2tB91pGQ+uYHCtqfyTOWM/Zvz4L333ivv68orr8SePXtAJ9eDDz4oxzBfh++csDsq1j4s7UTv8D/yPuoCAcsUPYDyQA8phAGTRNlXs9k+SVBlngOJBOj0oSNoNlcQPYCeZdbHYO4Yj4/HQwKvo+JMBxANsGg4KLkvjLZRN1OKqwtLtyEwOF/m+mJosWu+uI64buvKSSiw6I4jk7tdrwHQMahTF/BgmTqot6tyTs2fvQJNwUKLggsHPTvme9/7Xjz77LMgXyu3TU9PY2RkUoR4JGIjQCyfr7nImd3/+a3Tve10PqtBqOCIxGEqomx6ohsduAmFA/Gc9CIx2U2LGCBLAsORtm0iFotI8lM+Pyvlc8PRkHgmG8W6lFSlUsQypo2aizoJxRMJBEwN9UpRFEx197wPvs2lrNWZynO4sA3okQXiiahMNG6jIqEWU7PEw+M1HLRdB0aYyZ3H13KoIDPUb5gmTIN4XKXkcDthOAO6CdtgMpyLYCCMSqUm3u2+3gE0Ww4OHjiMc87dhCOHj4KZtvQuM9t/aGg5CuWC3GOLE2G1IZMReaU5wQURllLWxPW+cekWmt3KCo+iFF78mlcSZoS5lucWKoOKFYLsAPVKFSyiKHhXJrhwHw07dsPj9tH5O2b0glAPGq6ELPGvTBJ5z0O5UJBBGY2GxTNCZShiRFCvVRCyWXq6LML/4PBBCVtlsmlU6w2Ypo50T0bWTtNBgxUHDVsmLpaM1802Wp4quqJ4eqn3z/trVNiKD6DGEiEIS2k3v50JrQmHWUWxjUoxh5JXR72Yl4enYLXm+vJ8eyz8xCZkq3MdMZTnsS+sIWs1EAk0MTE6jkAihbTbRptCrOYiYNWQtF0UWcKc301LZAwL0biFolS99KpVGFoKg6xcWC9B90wEpXi2hna1IMpFKmSLMrLwnhb7nUoevRNGR3GeTyQkHwVNCp2yF66jSbKeZRlw6mVJogtUxpAI29LXFvt7C48jB3AeYRieJnKIsKx2syVhbosTTRuIpCLYPzGBTGa5KPAvj04iEA4h0rcOM8UyQlYYWjIDvrWW14KRjouhPNZsww0o6N0kC/yQCMHqRdAMwJPiFxraISrWJ/HBBJRy2bJtGdd1O4aGHRHFJLkmi6gZRUMPiDLFuUIjO0lbVeUk7CldNxArtfGxT/wntEJhMQc5Zm3UVHOwEMsJCqnINeecMOoUKre+MuwrwAvb1v/ueyJ5Hf+PE7j/x+v4n3kOj/Gvzd/x5z7/egvXguXUgUZFscpodgy6pWHXrlex+dxNWLWiD3d88lMC4Vi1djUMD6JwUMkjIwFcA5FgQuSJeLxNTXjg24ah+rYLWEw8jqZQ9TSUaSxlkijVK7AjIYxNTkg1WSZEM2lrYGiFGO2FmQJ0O4js0HIcOToinuBMMoGeWFwUHIqbQrWBYCwlyjDMEFynIomKvtPfcSFzBHntjXBavNJsHypMTF4PhQMolQogI02zwSrdOjwqMrqGtttG3XERAovpkJ3HF1e+/D9Jv+s0NHULKsV09vjL+Pi4zMGXX3459u/fL97oP/3TP5XjGGWm0ixKWifp2z/v7fWbW6DlqGg0naTsf/yLhCIwrZZAInL5otQ6YDG1ZUODIPOY2/aEXYMF1Gr1ipzDvkCdwiWbjK4jHLRR6eTM0egRRwGT9gi5ZfEWzgWUu353mJtruGFxehQj8oZEiYipV2dRZ2KEnmFRrmLBEBw0pYgUY43sF4zAtxsVoN36+SjQtP7IPEBPGhPxvvrVr+I973kPPvaxjyGV7BFM59CQwtI1m/Qa8NbV4KPCcezFb6Rj713sVg6YaCwBklHwPp966ins3jcMzwggmk5jJpdDo+WIICwWCujP9qPSoRjjy3ZdB5meFOBqkHLKdggT0xMwdR2ZbHbOmmUHY+PXnZp46Hh/VSqb/gTkY1KXsJ7HQFMJYXvwTy0EGnARoe8qL1S7XsSVF52tOgg9R8Scn2Rh5+V1KcB8jgrmfDGkt3//QWzbO4Vkg7IAACAASURBVIZQqkcsMpZZzs8WJHGLhkaxmBdFkG1KryI9pKFAGKVyQTC6EjIx6PJX3kqZzFg6uAP58Sc63iLhE8deTv4Mxz5PbfU9hqq91LU4sMw2qdSaaNQ5qAHPohKtPNM0h3lvMmGd6OLcJ8mahiRPMZGidOedmC47cM0oIvGE4Fc5iWRSPaDxUK/UpZ2K+ZIopxQ4g4P9YphMzUwiFIkhEg2JBc8IB6nG2K+40LInJIGZSCzaI5AR8eB3HOe+siqzUad/CAzmZA9x7P1sM3qRAkEbtXJBMuwjlov87KxAmiiUTrRwCjSZvU+TXvquSuac3vEwnmzNoF6qIp3MimeLyme9zkqNTUQTQVSckijBgRAhU/RAtuC1GqI0ksGARsYE4RmdRBbxgVIQeypkS/wv+7bDbMdTXKggC1GMGGKktFMwKUXoxklfExYOSXzx2ohHIwKnCgVMuI0aYmvXwfDeLQrCqdxCXY/iWy+8BAstEKol3LrNFlili4oWK4K2MS79VNeVJ5iTFAue0HHBHINGjcU1kuKpJ8wrnoqLgj89O4VoIi5yj15UJjwzemSABq4rgTN6Y4gh53g53sIxzXFCOUSPnj+22Tf5TgyrDCYaEorB4cUxxyquZI9gcRU3nMb+qTKqNBQYXu38UJuOSn5veXDJZtJRaheOSRrj3MY/f5z43493z93bec9cuq/vX6f7OH8b1wvvofu4hZ99lIcdDCoDWNMwlStKsa0/+7M/xe/8xkeR6utHWw+hUmshrKvr53JlPPrk09CcqlSF9J+T7c02ltyNThI0254RBs5lATL3sKFdJS/ooS6X9oFeglQihomxHYjHgwhHY2KsF6u7kO0fAqnEIqFZTI6PIRENIsAkvGoNrKpKI4DlwtlP6BxyanSiqLoKrN478/KwKM3kXI8KXDIoSlSzUUMiCIEVkkCAzgbi3qUaqxvGjkkH115xKzVrUWaUEm2KQ6cTAJCky4Vt2v3dZ4Bif2PUlPPWZz7zGYmEE6pBGbBy5UoQl8v7p57ChZ/p7Ht7OXELMG+cfY9F0iJPPYHhqSJaOrmaLSGJYG7W0GA/ZqcnxdGYyxWkn7M4ikA22k2k4nF5NzR23KYr0I1IKCzJnTRm+O6oP3Hh2BIZwv5FmJyvQS9Bb5Lcn87xBiMbZHQRyCtlif+8LPJDpIAHOht74xG8tH0bpibGMJBeA1ucwj8HDzQfmJ2SFnOjUcc1V12Nd113DWKROK655lrseOll9Pb1YWamiHRPXJTnQrGERCIm3jo1sfoPxbX/hHxw/3P3/qV8VvfGM1ouZMCcv/kCnHnORah7xNdpwpaRLxZEMHAydmoNwevwHN4BQezEEzPpkR5DZqZT4WZ4v1BgicqoZHiyA3AAyzUadRi6SjTxE/7U1XyjYLHr7mf1VWa1jd8E7cCJxW1IyHh6ZD9SyZRMQqJzUdCaJ9Fy2L3anng1OOHZpmKU6Ovrw4oVBVx13mVoGSF5v3w2Tsx835MTE/L+OLj8yYV3VitX5o4h/ZbbbiEQsmVylclHMG9KiTaZidZRnI/7pkVBPPkzdLeU/1lo6/wZWdIw1XXoUfQV6Lv+9QAoJCxxeIgNKgPuTZOkeKfffB+sDsfBRjtpYPkqXPKOdyKU7EWh6kFnsgqjALoHchJnM2kROrapC0MJrXKW8qahQWgRAwWExJSrrOjERFdLClpEGG70XLHgA8GQtG+xXJL+TCWKi99+VKy40LuuhMabR5g64uT/M4XCcTXBWlYKM4gGNXjVHA7bunQrllmNBN7cJvNX9hC0KblqYs2D2G3dwMpQC5cNWAj0RdFq19BKuAgHDJhWDOVaGZpJmAqTiHS0vboYOMwpoILKPthq1ARnT3gMFQojwwgLhW1LKoPy3Rm2hWK5IPh7uZ8O37BEFjo3KLh4//Och4NXUo3IrslqefRW0F9htFkIRKW8UkPhGPSMNpwmvaoeIlHmfdQkk7xkAstSPNdFW1cYeQGD+y9qvpHkk4xlEfodhV/TUDNCuObX/7N4HyOCV3XFA01cPS0Yyhy2vj8BGZYucBiOOU5CZG4J2mG5f0aLiEtkmzCvg9qsbmqi+EgUqK0LnpvKM41gMrjwHIZvufB3jiW1mCxt2vbcfsugMUl2HSUreI9tKYdOJYmGK6nXmsL+wCs6no7iY0/BigAk5eHP8beIIWcbM6FoYTIvFUY+H9eUR90Lt3Hx192yqfs4//PC8/1z2c98ede9jdf1r8m1/9m/3sK152pSDZd9uV6vIRCKCT2qZWr4w//2R4K9VE8M0PBi/zQsC/39GZx5xiZETOZhKIWPxrqCHNB68uS9U1kgPR6VQbnn9rxBQYhHqekJ9DA3NQ7XcXDFlVswOTmOUrmKbP+AFPrSLRvjE1OihJ9//tkoCYMNEA4Rv63ym/icjNbF4hHkZ3MiEzj2qqWqyLX+wSHM5ApoU2Hh2DWZq1FFoF1BwNDQaCo+P1drALoJrxWENtVUzh5x3XAu4IvvCLCFDXmC7z7jEQ1wzls7dmwXystLL70UF1xwgbTzrh070fIUTId9523l+QQN2rWLY5J6zeDQMlx48aVYUazDiMQQjqUE4hWPRpGbmUb8wgtVsmkkJpBFgRYJiYKJmZkpoWS1A4xyk9RBzXdkGGLNAxqZUqTFIquSJc4SU1eJnpSLb9R8um7uJB9pR86LW6U883r848KxFrYDqBUKQvFYKYxD1fhg8biG0KQuLg5yghvx9Y/5G+lgHzt0IFSgaM0dOnQIjzzyEL78pS/ji4kvKk9bMo0//pP/gS/89/+B22+7VQQwrxONxZTHkx41/2FEbHbdiChOMi92bVzaRzYQPRi0YqircaIJhgOIpmICyAzH0rDsMEwrrFgYDCDZx8lFEzoyZa2qe2zO5rB+1Vrh9bW9lvDRLl/TKzAPZiknOgwkFHJpKj4VTu7MKlYWtZo8ieFlOH1xa/WilYLCCbp7YvencQp002iLAl3MjcPtMHQQH0lB5QvnE7UcqzWaJhHA6rdobFDIMDpgB5kFH0Qq0yPtxyQM9omNZ5wl4btAUBcBzVAZEzVaiZTyykejcA0DoXgYs/k8erOD0qa8bn+/wkVR4HGgvHFRApSdn8sbkgrfeOCivkn3kr6kKqMR96yTs7fdFOolO0SMXsfzJZho/rAyTqjKENIh99FREZQqpX6aV9LtgISd6cfSzAjS2WWotUz09mZRqJQRCbZF4evtXYFatYJQOCUTXiwegOdRcQyhXKtIR48lYsjl8ujrT8G2AiiVixjoT6BczEvC2LKhlZiYmlTh8aSlMOo1hcH0FUPf464UHjJFUGCo97qoBus6iGWYw3pQ+kJvJATdrSEYD2PXtmflKMKbRK06hpDgJml78QAwbqYDDM81HfSawAVRB1p1CrPNJnoGsqgWxhTTRSwsmO9QxEPdqSBsR+HqLowwOYyrkjDEuJplWDATSuDSeKdnPhgKCYsJkzi5NKMuXL2IVquJoGnIH70NHIPE4DUJGxEcsRLSApUSvgCONYYoaVzacgxhMGxbm9AZKdzOoJQGVw/AMzzhfCbEohEEnEQKOydcwfuyFdRYJfDuze9BUifF2lWCkEa9ycp9TNiEjUDPaphWRJTboG0rhSYeV94fXVceduY/GAamZiexbHAI+dkpMXKrpPqLxeEQMhQKoezUYWZ0uJYpBi3lk55oQ5F9scVU5S238z5plvB+jqU4q/6lpAt9R/53mnP+8XO+/zb7oZqK6FVqtV2Qt0Y4jOGh5G2V9xWiqJyTWLyiGouys+s/KnOU5cdafIXWXx/rmJNt47limHVlyPrbTnbuwv3+JdiXSG/KcaqSI9kdVAtTGWYXkNQGps3Q6eG10ZuKIwri6R0UGw0kEwmVnB4KgnAm3WiCFJ2BqI1yMQdWfGWEi21DGNpsqYKebA9K1TGs6LHRclqwW1OIIo8VqzJoNgsI9ERxZPggLt6wXOa0ljONbMaWJEBNazIeIZEJ0oAxJTATDyDQcBCL2Wg0KohyjDFUXh3B2mxCKn+WKzWEAhFogZaExgOmAaeppqNmJ4nLa2lI1DQYWgWWToYSGm1k4yS+X8ksDQvnhu7WVXKZW4jNZf+ezc3gwP5t+NrXv4oD+w+JR9QKBDEyNoZPfvpTuPm976HvWdqHPYuj31/4Xt7QZ+Z3+Yf8h1zTMSRMMqksCBsio0bbDMFptYXOl104Q/inDmR6s+IoIhMSc6WmZqah2Yz0a0jGUgLnkNoINOatoORreU0PhDjSwURiCUayI3GOEzLjqCjH6TT8nP5ApV3YXjvc/uR97vxFAjaCpDllEirp+RAW5xcJ2I8tZU7njhacywIQFDZ/81dfxF133SWf//PvfVYsvHqzhWzfCpx55pmiyxVLVcRJfaXxpTgI2Ao+8MZLcvi8dcschEL8GbSmNQlJN9GW8M6Ro6Mgnjcajsnky+zxUCQI8hTO5HOiPCxbNohEMolcqYRKsYRYMgHTsuE0lFeQoVL+DoVlqVCUpAvTCoii4zSp4JwaBpXn+bAKKrn+eOfY9q0yCgElCHgsFT9FeKda8PTbktiy8VxFvBu02n1Px0xuVgQRPSKT01NIpJICK6AQiicToiwz3FeoVBCUTHQP0UhCrjM9lUOzqTglxaDoft1Kj5DOzg5+qsrf3CU5c1GJ7EzxwkfamZqJZFWCdO5o+d65hfmNnU9zynNHuHLSY9Y5lQa5Dg0jXUM4EkXVcQRzV63n0PLIoetCty3xGlKft4PKK19rOZCEwkhEkr90U0e5WkUwyLsDCsUykomMsHOMjk2Jdyqd6UOlXsP0zAyiIRWG7DymqH9sNyovSmAoT/SbHmYRG+ZSLMUrxBaUHiZPK4oOH7q7sfyb6ACOpL2kMAZhJ4TydDzFbR2BZgV6o4Bl6SRGRl5DOmiIUK0R4qK30RsNYyw/i0igClsz0eQM7AC2p7DmzWYN+VxRxnDEsGTyy40dwer+QYyPH8KqNWtw9MgIYtk0mnodJrGsjZYk+VFBNdo2yOFOI4F9TIX2+HxUGRmL4VvlWCKbhQ2XmGO4sNt1qaTI5qNS2DJI3dlCCE0xjOuegYppwmpbXQmEHIfdDXXsxld9SPVVwjBauomZcguJ/iSgu2iZpuD18m4AlRY9vAEYAQNVz5X20SN9OFp04Rpx1Oo6EgPrMDI2jmx6GcqtFopNVi0cRKVaRq6SRywehS7K+4L7kVtVCgpf6eks4sQQo15hxtmmdAbQgLVQR9BrgFhvLsQ+z/0cx2wXrv907uHf9NzOGPHVPcnJ6Dwkdy1ceJzf5nIsq0I2yuhPMcpbQjoWQTE/g6Ct/PJMIjZaDlJhXQrSeMwHEIiTiZW9SYzmCkjToGxUYGseGoUCVvdnBAcd1HVUxgs4e82QJIITA83S3vEg7dyyhO4z0QQ8vYFiviCh+Fp+HFFLg1NkyD6GeCaOhtMSxSc3NgPNMDCYyUqkeWJiCoEgA2uWFINhgmC73RSpywR7ndhTGWcdJiY/uWuuE7A1TjyHEYJD+EqlWhIe4j/5n38snMQ0qn/3s59BuVwHsbi3fOAD4kmlcUGuhwKjzvHEG5Tohe/i7e+CFhTPPfsko+2uHUOLxU/aOqpOXQqNESbTatSl+AkjTpF4TAz0aJTrBgYHlgm0hnAbUuARWsOkV743K6BJTQHW0aCxQ2gRKXWJo9dabUiU+rRehOpMlPH+2JJeJZ5t5YWW7Z3f4HNy3vR73VuuQPuhMf4elSVmE7MB/+4f/gGf//zn8cILLwgOmoOLlfmarinZmEw8oPLM2hj0WgftgHTeubFyWo10kpM70FY/7MdwcKFYQaFUxdDAcszOFjA1oWjpiK0sFosIR6NSktKjglMsCAciE7uyqRQKpeKcgphKJuRlz0xNS4cIhIIIdwrLFIpMInzrcFZvVCaVR7XbipbXztC9vJyTtMkid5PMP51MKAt/dhbVRkMGALmBLdNA06nDqdcldCbhWibjuC0palFjIomh6G8OHDgg5zG5pJzPC6UbQ46SxNh9L37kwd/mzyb+9yWu/UmKg8Jf+FEGjb/T37FAzfE98jLp85g3HC+tLANNahyyj3mk+asII8TevXuk7K6nkUmC1d/yYlCxohyFfq44OYfD61+elTsYn5xQUKKWhopTRCqeguZFFXzIqcMKRRCKhDExk0PDbSHMYjRdPLVUnPls/uDnMzMicapNSOWHflCjw91LpUcl1KkKTdKkgo9lw/gNrAw4bqFXXjCUoBeXaKIgAoaDih5BCSEYno3idBXhVB8S0QDKs3mEYilU61WMjk+DDDrNUhV2UOHVCM2o1yuolAyRIbZlCA0bMeYcZz1kjzCBaCSAfa/txopVKzExm5dwssUCJC0HJC3SbUOq49Fr0iYWl4wWnXdLf2u3ussnJZ0dt3Jkce12gK1Us6lESzsLIpoGGZ+f56i/+bfR1cmW8JF2M9l1aLAS3sNEXnrbOfYoq0jDWJxV42l0YgyxeByGFcHM7BSY75lNDaBRozFgw9KiyE0zOdrF4MBagdxxzB5/YaMQq9xpnOMfeNw9jDD6E5Q/Btm+csWFl/W70MLtx736L/sORhdZKIisFi2kUwlMjI0jEgnLu0sm48KAQC8eoRWcp0ipyvYulMqAEUbMjmFmahZrVizDkeEDWLliCE6lDK/E6qAGsvEMxvYfFb5/r+ohpodRmSygry+LfG4WzQrlTlhyXRhuZ/ErwiQYiST87OD+Q7AME4lECtGeoLD2VGYmRCfIRAOoNx0IQ5BQSRKmwWxV9gB+puJMhbajpvC9i0HHjsBtfoc4/nsmBGdkhOWjB3D2prPx4x//GE888YR4pa+7/nqEQoQUqEQ2cm/39/WL8px6W3k+fqN27WFfYt0BLoSyFvOzKDsesn2DQpOrGTZq9RpCFLxtFxmy+5SqKDcU8w/1k0ouh7bj4Mj+/RhavkyqGafjcWHBqtWqkkifSapcOOKmG7W6QLBI7UpWq9Na/Ij/gouIPJeqmMpJR9mk9Ct/9uQJKiK34NS35qsf7iAco1qpSE46LQyW2b39wx8RaAZxiLoZwRe/9Df40IduRTQakO08t9FsQHHw/YylZYuJNqqkmK7SL0XhJeVeoVhH6sqshBDo8SNGhxMKcX+WoWFqYlSoeSjEEvEwCrNTYoWRTop14Jk5WigQjxmUcDq5aXOFvCTs8DMtLMJbTnVR3ufOC6Ww6UxkMiHNyRYWHlFYPN96kt9bqIie4k0wuvDAg/ejXnVw5dVb0JPOouk2pEw4y4iz3Dmrl01PTQneWcpPax6yHbog16lj5HAOQ3290rYUputWrZGqcuwH3Vnsb1T01AOebu/wJ225TqfNCJPkd+7z97NNu4cOm1o55zqe/+4b4We5lnonhHkYQmlGiq4aWs0Sdrz4DHoH0rBCNsKxkJo42q5gq8jVHYhF0duTEbhLOU+PPJVTVsuj0qmKyZDWp+XUELRDkohj6pok8JEmMMxS9N3vlO+7s4HPRGWaC9feIiFDC6FFVBh5T1QyWfBApxdd0sFUzxSWirl+yDZRLci25MJboCecKhoPk6I2uo0WeZ9J8ejq+NfvPI5ly3Wg7KGSAy69fB0uvvhCyZlgiVe9HQKx1qRYTEQTCFsJUbCZjEx587/+1yP4yEfOw97Do4JfMypNhEJRDK3pw3ShgmKNxyUFY80CD2Sm8UDqwZaEnjkBSD/wAUxtU9RkKtR+tEKeRNrQfzBllCivBjld2AMkTa4DoVJK9JwHv3PaqaxY7IlsONu2bROo1Lp1G6RYk1Tn8lzUnLpkv4+OKJ5xKs6l6QJ6erOo11pSyIfVLUm3yfYS4y3nSIEWOgqUgd/d8+fvUvqNvFO+Rb5BvtGlrVVfYH9e+BvKKPHH3/yvvv3JbwH2n5nZPB740TNCN9jbC1TLwJYtmyQReXK2IDAFeqXKDRcVV0dPKi1eO0KXZitNuLqNr39nB97/njYmxscFZkZFm5z0jAhN5vIoN0zEsz14/MkncfXllyIeTWNqdhrhaEbYX0ZGR8WraAXCSPemkC/XUG+qgmRrNizH1Ni4FBvV9TZIG8n02jYVZ82WZFdhCKJwZ1IYx5nIKrXWPCrS87KLQXMRKTxePvitcfz10NCQwAMI3aJDZs2aNTj//PM71JgqwZUN2KL3jqZkp6Lq8a/49h6/Bdhi9BcQrkcH5IED+zA2XcCWqwgzpBFPNiATsUgYI0cOY2hwOYIBxcZGeFGL5bijIeGXH+rvQb5YhsVImsNEVAOmBpTzRZAXXKK34bBECiibWKHTXJDj4N/XUtYqdkrohnBsddxn4t059mVEzKnO95Z5oBd6nmUyBMQDrShk2tj+9NNSdvfZZ57E5z73Ofz13/4d/vz//v9AOhkqz5Uqi4sExHtCMrFiqYh4bJ5+5thPc5pbSYeiU8EkzR4TlSjIWYKyhMmpGUkAbDZacMkR7dFTw3HO8twOouEQbF0T2jFW3MqzVHCY5ZTJV6ghFImIgkxYCMONtVpFwlpk/uBApqddha1P7xn4PtVE409e6nrcpkRC5/qigXaKHsihi5RAx7094r9JJ+MhZFtYvXKF0CQVcrNgoRliS/Mz0+JM6M1k0HAbst+0WeGPxVVseI0mWMKWPNlUlumtzpcq6E2nBM5RbyjrlsLVV7zU7ShPJoXo6UyykqDnN1unOWT1hoY7bgMo9xl38+b86/iHd2Q8W5xBaNtiWL2NttbC5MRhNGtl9GdWi6IYD9GTXIfRCZmzqpMe1KS4QKvaQjLBcFYAlXIF1UpVlCV6VqOs1ulW4VaLWLF6NSamqAC24DXJ960J9tVvL659ZyEnLSrPwoQivFOcpPgQi18rFYcNRV8rH9+TJLpOD+u0ghpPvvnBo/nnv0uCNnwkI4P4RNUyMVc8Ua6H/l4qBFdhRTqGg3sOYO+BMUzPFCWhbKbgoFRyke0bEmjY0UIBth2DEU6JMbZ/po6xGnAo38bacy6X8GA8GoceCmEyV4Cmx/Dw1hdw/rnnYNVQH8x2SErWkw/cpVqvE5RBHwn7miqYwvYj64Rgk+Up6KugEeFLvPmXr87zYVO68hQKjIotpVrPP/pU16xiWWq1MD4+qhK3pM95Mkm5bgu2pWF87Ih434cP75dy3OGQDYq5SrMMQ7exfsMykLd9dGyveHviSQuV2gyCrISj10WxmR9j84ou35Ys7LNUck7FEPOvIf2C1+4Mwu7tb94kPUj1M/ag/5gLjQ7CW1oG8MlP/qrUI3jttVex+9AI3vWud6Hh1FBhFVTSg7lALN6PfKsFUtTRMEoNDeLwVBW7c8C7M8tx5hnnoDAzjUByAG42i0PDwwhnVuLB5+7D+UYMKy+9BmOd8VpwA8hoYWj1FjKDa4WWbGJqBrmxGYkkhlJZSYrcOzwrfroeesDLeehuC9lUEo1aRbyHZtCW6I5EeIhxJoe0KNPsC/5fpwNIh1OQM36UN88Px+wf832C7A5kyiIffyQcwR9/8Y+F+/na667D3r0HccNNN0kRlfGJcUk6zaQzAiGlA+dYSaTzV377E5tekv9MRdVarVYwNjbS0acsFJlQSh7ntodkPIZCflaYNFiGm0s6EcHs9DSS6TRa9RrqhYLIoHQ8JnkdsXhSovmEozFXqlquCEGDZdgCmZNZ5yTv/0RvSUWR/dlIHSmeZuobnQItUrylI586dl7nkm+RB5oeOz6Dr0T73me2Ij3QXJxKRaxaZmzSu8uiI9u3b5eqQFyvWrVClOfZXFGsmXgkjHgs3jXVdu75rV51wq28LBVaNiWVaFpUlmXKNuK4A9GocEbyXg8fPYyebBY33nAdSMb0g+9+VxRihs+vvvoaETx79+4X7w+z1c2AjVgsIeVrP/CBD6K3v088i1SYTuPdq9D73Cw23zDiGeOEJouUJ5hLtjvG4fMnLvETlQkS8UfDYcGXjRw5IrCdvmxWwmaPPPKIPCcNKNIEEd903333iaLMEN+N19+Al57fhhYLqTiOHEuhSa/24LLluOQd70A8nlwAMVCKs99u8xP7Em/eV+R8I8O/ILd3lHK2ldgcx7i0KKK+8O5eH+NYqmD8R+8eFxodNKpCwYBksu95fR82btyIF194AY8++ijIm8oM8bVr12Lfnr3Yd2A/Dh48iNVr1+Dmm2/GP33lH6WNNmxch4P79gqfKg2ya6+/HqvXrhNFje2YSiWRZ6iWi98fxPus4D2y/Q2eP7/PLHItStNcKphSjKU9lWpDQaSq83Vh/LvmO06A8ue2ha2CZGZUoOnj5VvmWCyWmVwVRb7SwHShiooDvLLvKEZGdsMO2bjg4qvxnfsenys4Q5rM517YiiNHjkgbVwkVsWK495HncNHFF2LXgWEx4imryFe669UGBvvy6E2lYGpNhEwPBqmFdZYA1qRqHgepMjzIsqH4QRkpYZdRsA0moCgIB7/PL347zm9R1+F5yu8xv+fUPvlRmlA4KN5GTmas9EeJPD56FA899BDK5SKuunILzj//XGmXBx74McqVovDwX3/djfjzP/s8SoUyLr70Erz++uvCv0o840UXXyIVQQmzUcv8em5cMPTu962lrjtXlTHcJZjEG931/dRa5pf/LDaRa4VQagA1z0Qk3Y+WcRiFWgk/uP9R7N8/iws2rxCnDaMUIyOjiMdjuPnd78ahAwfwpW/chUAigHA/MDxbwj0PPYwPfeB9eGzrs9i75zDiyTCSqSx2Hqoi7+1Cf38vLjjnbDz3+BNoN+voz6SwItuPWmUSz27dDRpebcPEjTf/Co6OzeLZp58S5pD+dBKXbt6EUDSNViUnpZpbjoNYIo56zRFD3h8XXPt/82/Q73fzW/iJvXwx5hND/XRehUNhUYxZ5XbHjh3S/3/4w/tw2RVXSCEVVkmml7rlKuYoRsApt99eTtYC5OxW9R8IFSKzXMAyJKGVsLlibhbf+MF3Zl8acgAAIABJREFUhJ2Fcve3fvsO0CnJnDjHKQnM85YP3Co1I0g2MTU1LUXETDuImZmc0Azfdtvt6B8clOJOpGiV0l2Eg3YcTie7wxPt52zDhRE19bb9d96lFLzpAjxHCtC/ac8pbfCV57mTOw/GSmz1Wg2BcFhCI3fccYcoop/61KekrDe9jps3b4Zta8InmWZmcSQsuBlXuLvmrviz+SDavwdmljMEwUp9XIin5LzRdptSLIBe1e3btwm93q/+6oewfMWQ0OHse+01rF+3Brd96Fb0ZjN4ZdcuvLxzBzKpBG68/jrkC7PCM7llyxaBhlCQFXJ5sb6pKHKZ81R1ptXFflcT10LhsuCl+5Oa/NJb/1+jURdifYZoiIXmX61Sxrbnt6Iv24Pf+j9+Q8qVP/jA/VICeMO6tbjphuvFGp0WuqSC0Nj8ys03Cl6PnMe3334btm59tkNjqO6Zk6xYfx2lVtqoo/yxu5/Kn2r7znU71z/lFmKzv+GPSiPfDas/KqiC02yj7RmStWzaCu8/MjWG9WdvxOuH9uIH9/8Iv/17n8Y1N16Lex64FyWngsefexJbrr0K7/3gLXjxlR0Yz01hsjCN8y65AP0rlmFkJofLr7kBZ13wDjz30quougasWBoIxHBwbBpNLQBHD8HRg11//K7+GloADS10an96QFVYpBdMs+BqFms1Ce6XarVSrX3lmS07r1z6yjPJ8M12DTbq0D16O8mt6Sp2RSZgthVV3ESugsPjBdiJfuzcM4pZx8CZF7wTd9/7IIZWr8fNt3wQo9N5PPHcNozNFLHh7Auw7qzzUKgBLcPCdKmCIxMzeGbbLlx42RZE0/8/e+8BJcd5Xonerqruqs49PXkwg5wBRgDMmRQpMYiktLIlk1RyWgW/p327z14/hz3e4+PVnvOO10den7UtS6ZpSiJlU6QkUqRIipkgmAMIEjkMgMkznUPFfud+f9fMAARBACT1VpaKbFRPdXeFP3z//dL9upDJdmDpILBq0RAWdnchZ0WR0H1E/RrQKCJoFBTNVlCDGTRg+Q3Zm4EN9XIQDVxEWyzR7YknRrG4hM/JEB71nl4aBZpZrVAVX6F9+/2uz/RmMf7Vdx24jo1GtSphQJVSAU8+8TNs3HAm/tN//Bq+e+ft2LVjG7a+/jIuu+RC/NbnP4v9u3dicmIYjlPG5Zedh5UrFuLNra/gI1ddgms+ejkefewB4d0m9zY0JkG6aGl8kYSZgTdUeIh42s95svsTnGwhuJr9ertNw2Vu9vgv2RsqGk5Lh5GO4IWtO3FwqoLdh6fQMbAE03Ufg6uHkFuwHK/uPIhIug8bLv0YykEcj7+4DU++vB1Xf/xqXHTFlaKkZjsyqDYa2L5rO8YmRvGpT9+EVWtWS35AJg9sOv88UeRfeeN1WOkkrvrYNZI/sH14FLtGZ9DQI9h0xfUwOxfhR088j1f3jKJr6TosXLcJzWgKo1UPJbIXmil4uok6udv16LsaKNiVs0BaYqGVeD3ZLub8oJJJ8MyNIZisQcFwJVKS0fv9B3/wB7j55pvlM4JnFgwjFmAY6a+247dAOAeZlMmCaAnLFK8946FVTpmP57dsFk762265BaevX48f3nMvtm97CwuHFuBzt90qiv2Tjz+GQwf3oVQu4JOf/IR4L8i68fnPf14UwJGxMUzNTKNJliRWlLQsGDHluzyVtT+872M9nfD3v4NsgYs7zSPz8dYHZIE+1k3MP0b6KJaw7R8cxC233CKuRg7k5557DhE9gaipoV53EWUBAI38ooqHUdl4wsVo/hk/oPci8NUCL1CnTfrPs0vlQEdVx+NgoPVw964dYiUdPrgXO3fvxuKFg/idL3wO99x1Fw4c2IcDBw7grLM2IJdNo7+/D2tWrRIL7cLBAaxcuVwUCSoatMKzRLhY6o/Xkx/QY36Yp2HWMmPG6BJkhSdm0HLbvHmzJFmy5DSPn3766Vi4cCEefvhhsXLRC7FwcFCycK//+PVCnk46wRWrVqKjMy/lrPfu34PBRYvFwhWCZ4LU+Vbn99N8889zdBuJhe2ok89fyEVN4fjhd+SPNlAMf9M+JiCSxPL8mhaFpsfgNTmyWWnJxfLBDoxPHAJlwb79O/GP3/pbCeWYnh5Ds1nGxZech3vvvVtichs1Utjl4bl1nHve2di7Z5+UFl2zerUkkL30yssSa8+CCSwh3dndBZv1sY/YlAuUwoCAltzFp4riqMR4jMcOTOgsDR9RIFHAdFvRUSqEuhZvg4ELTKqUZuM/wsvLe5i7T1quyQ3MggpND3jq6efQlUqgZ2AIa0+7AK0XX0A6qyOImJgquHjhpdcwOjaF7TsnQQaScq2BRDKD/gV96O55GlrUQrVmo9poorOrC2YiibM3nAunWsWe17dJtAgt+FT8mMRokZ7I0BCNaZJhLvcoiiitz4HEberytwKPLaHbVCEZfNIjNvleG0S3OXNY8psjgG7NEGAf8ZsT/IOgnEVTrHhMQn/ITcp8g45cGpOTDna+/RYC18H9992D/t4eVMolnHnaOjz005/IOGEJaT5RxAPyuQ4sHlqMXDqDZUuWCe+7uEnbz61i5dsVOOUYFU+VvMmQNlrkT3Yfjjs1Omb5hNqFWTi61HiajTs6wXb5ZfoaQYptt4TFgMw7i5ctlYJl42OT6Mh3IZvLY8fuMhx/N0YmprD17QlcvWgxaraPTDaPQNMx1G9CCjeZJiJBBFHNhF23sWLZSvT1NjE2Pg2pYKuZmBybxto1K9Csubjiiqtx7w9+hMEFizG4OIVIu3JhY2QEkVgUjz3zKtasHEBfZxqdvX2IOGWUS0XoSSraPmrNGgwRqpwHbTkka3JbKaPCzXCuUPCK0GjjgdBzxp8dZyNZAWnsmFCpQkIzEsrxN3/zN8hks1i79nT8yZ/+l9kzNO2mrPXkVf+5GPBmr/yL+YZdwtBXYiQm/RPfMAyT3cJYZyryw8P7MTMxge985zto1GoCrK+66io88cQ+fPv2b4mvsTPfJZ7pzt5u9A30QosaWLp8GfI9nWC9iHqzBisRR+C3UG3U0WoXySJ/+v+f2/uOgZb1r22x5YOEluhWuzEJlAkUX9zyHH7v934PZFug5ZWUdQROv/ulr+HyK6+U76gkPkUKr8dN0QR/no3D++JCSqFEN/rBYEysp7VqGdk0uVZtfOELX5CFmWUmM6k47rn7u8KveeUVH8FDjzwsVb3IxctnVvyzmsRRMXuUA42lj+lSJYAxLEOC44+MGT3xJ1bYR6SKSsCSn1L4cPiquG4ScTEYn+EpfC69XTjF91UYQbiIHe+qdGMpZUboR+X0ivGgKfQ0cTOG4sy0WJWZAMdiM4RIX/jcZ2eVJbYHJ9DatWtx0UUXyXvGaNJpwkI1vYMD8CIBvIiPmtOUDHAzlZCEOQW72mEH8tCMleNzMx41vLPjPcGxP2MrEbapMx35nVBm877l81CPm+cy4hinq19t/EJodVbn5BF601mtjtcxjBTMWAaRaBQz0zVkkjk4lTI64gb2jkzgrLXL8eXf+qxYQijASdVzx9//DeitoV/sW9/6FqrToxjsziJiV2H4DeTiOgyvAa82g6ylAXYFSZ2lipuIOBHEWgqstlH+nLt9FkBzkQqf4cg2eK+/fLBymAlP1+EyiNFXtEJuJKbIp5jIryqvSnLQnAW6DZbYAUwS0qPwSQ8X8aFpAVwCZzYeqeF04OqPXoPG9BRiRhKBz+qQdQTxGNLJuFBDfvYLX0S5UMTFl1+G0kwBO/buFKrEhmMjRt5l1xWmn0qtIbGaTMKcmJxEcWoGUSsFBxG5JqIJKUhD+qyWRisUSfxjKvu6RWuHBo281TSfB4SeDgK3KSFa5HxmGXVfKu55/BixZBIOv8eKeh4XlBjcpisVuCJ+ShgUOJk4xuZv80c0FyVdY3S46iP+zevzmHCuey4cltoOaLVnoSMdBRYm0A2Je/7sbbeIdZrGCbqx/+Xu7+GCc88RhXZ8ZBS6b0ILEshnBuA0IrDr5CHOYro4jbTZiZbL5+cCGWmXvVX9QjlPBVSTgjEEuiqY5UT2BNoqEIblsZUVni3AeHx61aiKqLGiDBdkceLGxFDGdLtcUzRydb/v5Wt+s38o78P18N1OLgwUNAqIsqDBpcaoa4iYVN485Ylh+etKFbF4SqqW05hDWc4EK1MLYATA5RdvlD5ildykpaFZmUJu8QCicJGMAp+4/qOiOF54TkGUo20vv4yI64qBpzZtI2NmkYgkoDs6ol4U/bl+HBwdw+jYJNyyC7fiy3cilNkNoDfXh+GD+6X6pa57mJmcQmc+jYOHh1GrzODyyy/HeZtOx/PPPo0tm3fg9JULkLciSKViaHkNJOKkcWQRIWUQCQRIqPHAfCFqdS2NOUIE0KydrNhDWjJbKZNJeadJPOy7tS2Ps/1VvQZILO2dd96Jr3/96zh4cBRWPIpYLIFf/8xnhCGM9Qc4vzjeON84x8LtqCkaHv6l33MGsvIkK1EmLRNNJgWywqvdEC591opwmk3cfONNWL508WxS8g/u+yGYAP3V/+P38NBDD2If4+2zaQQ0yOgR2L4H3Yyh4doCpkluyAz6WoOsS1xffHgtD1bEUvarU+wJylqRvvPkMJUBGk1k7ZckeYbBsnCScC7J9zmuWIX6Q4fvvNCbb74plucvfvGLUlCFGeNjo4fwkY98BH/8x3+Ml156BfE4rc+qFWihpRvlQ99aGpq1mghkXosCWeNi5/tzgFPXwRiqmZkZXHLhRXh+87OYHJ/Aow8/hB//6Eei+ZM6imD5tddekxhWNjwnIzcCV8/hIqcI2hv1umhaDF1piW9fVbTixD3ZF38vigrLGMvvVSnklu+DVXz4IqctWUIY183nM1gFioEFLF91grgpXAQ41EhUQqWPyRXsJz4HwXSYbMEQFbrHLrnkEqEMYpz3D37wA7zwwgsCDPk9WgQYSz42OSEV4VKk+ms0BDQn0ik4Aau4EewbUp6aE4VlhvmMXvs/kvNLpSJ57vD5T27fCjyl8DHDt/2SZw1aiLT/5nLO9poVoGyzdrsp4EMVgEwuCuLwI4JlQgC+p6EkDFeoVusol0jD42OgZwBwA6F60oIIli9ZjtJUAZNjE5gcGcd//2//HcWZIvSAVr8IJg6P4bWXX0Vge7CiFkrTRSRiLPDjSTVCWn8Jnuq1slT2yqSV14esGIpajmEDhLztl4ROMIaL5ae9U3oR6BDPUUlg4o9mkDOZRRqYZ8/M7DnIPDuXxR1LoBRa79WkJ6RySIfEseu5Uj3TiHjgGtqyS+jvsNBpeUBlAtHGFJJeATmjiRVDWbzy3OPo707h3rvugGW4MFsO6qVxjO3fheE9QNLwEYWNlYt6cXj/AaBZwb6db6I8NSqLc7leQ9N1BGSzMJDBao6xOJjx77Y0uC29vWdISQQuq/ARKJOvOpUTJgMniMFFDEE0ASvbhWiyA2VXg6tZaPgRVJo+mn4EZjqLjq5exBIpsEolBTXH3Pw5NttWnKeaLhYzfi7Cnoo5k23spnh0GGNISWnFdPECkKVFynoHHpJxC6+/+oqMkX/8h29KwR0WNBocHMTY6GHs27MXLBUf1QzEY5bEFbLKYOCx7HhWqsjRCs0iLPxOVGCy3o5Z1doMCoqJhbzYtKgfvWdCqCpqrj5niI6AMLKd+DYQOPKKBA4ivosWQ+gCH/yb85MVaWlw4CgRmUWLV7u8L9vpZGXmyX5/fl8c/T7st+PtKSOO9yJ7ETeegzIuaqm8m0q1AUMzUCuX+eBIZFjRlsnrLKoSEdmbiEXFqtsZB2JOGWZQg4U6Ym4NOROIOmW45SlcvKEfe7a9jOnhHfjpfffBcCroycTgVafg1UqYOATkExbsahkmS4kfnpH98I6d8CmXbRu5ZALToxM4ffVqzIyNYWZ0FBMHh7F0sAvJWAtmpI5maRy6X0McNg7s2oqXnn4Uq5cOYNUSHbpbhVMrwGjZsPQACVYobbmydkg5ZioNmiZFzeTvdkl02ktEyaJEoYI1q1xRdvHv429ca2gYo3T+u7/7O9x11134+7//e5RK0xJKumXLFjHy3HrrrbLucz2j0Y9t/asQjuO3bfgp8RJfXOuJMcguJgqeYYjSQu8zsRGNiA899BDuufdeUf6JH97esQujk5Oo1mpokvrWMlFjQadYVKg5ScOazCRFNvOcolyS2UNjnlpMZASBrZrXJ7dnbKUQQ8jvPVl7WsQes1iMdUFUThZxE+kYiXUUHqCXkowyH/IWTySwbds2bNy4URLJOrq6wJfvOAKq/+Hb3wGzZGdmKkimEjC5EAidHDA5NYnurs4P9Q6tZFIsS8WaPRuXTA2Kk4j3RY3VdX2sWLoC5513Hh5++CEBhBTsv/b5z2J47x48+MBPsG/4IFasWo3BBQslVmdiYhIDAwuwYsUKEXbslMWLFwv49D1Hzkmtm+Tgp6rFzIkP2n0IWehKBVhUhZ+xGQmmeYEWgTzjJO0GGNrlOTVYZkRV1HmPFlZAUX2JV6HLkO3DZ6JVz/UD7Nm3H4V775NEwfPPPx/LV66SSfPNb31bQjkuvvQyxJMp/OTBB7F121vYsOkc4TSOp9OIGAaarovBoYVSmZFxTuSDZDy68tC0uYopTUVdDG+Y+bF8vLYyQJQrqPXE9owhJOsFTyuxTRTa5DZmIQdWHgpYr1EB6Nk+kpj59k20rdNz/SCtHt7c7J5HHZaKN2Lo7exCtUG2igD/+v17kErFMTk1ji9/+cv4xCe+gLvvfgjpRBIfv+FW9HQvx2mnX4Tv3/2QxNHfcMOtKBQCZLND6O1dgUOHhrF23ZnSZpl0DkuXLhNLr+O4MGJxcUUqVpnZW5l9I0o2Af4JLEKzP3rHm0ByFzgOaGIlWHddsoRUpbIYn9sIKTbm/za8OK/NMFpmcEcCWCwH6rnIWjoyUQ9Rx8aZy3REq4cQMyLQHR9dXgRndkdgxmaQKO/GlWcvxqNPvY4f79+O04Y6MZjycdsNl+Dxxx8V6/RHNgF6eQSLszqG0sB5qzpxeNsWWM0iVqxai92uohVs1ExhPfHchghSTScHuYOYxdhJWsSYLMexwnvlok7FycBEpQmbQDqTRUSPotioiJVai8VRZExgKgc9npVklyqt52UbdcNG1Y0jygQ8qa6mQBEX7RBssbk48sjxSwDAOW07trxnotPU9BQKM1OoVypoeBGhCX1+82Y89fjjyGU7RIG98YYbZMF68mc/wznnbsSSRYvx65/6Ndxx+z9JqAcTLglwFy8eQKtlg46f09atlBAhXn/BQBfAePD289PizJHP+1TBq6EHZm4GzO/m+e/DaRvu1Wct4eXmewIcnkWmuMxBTYoxuE5zFihxnNFgQHpQoRprg6z51/mg38vYbp+UfcNnn//igvp+NitpiluavC88l+/QAhrDm29uxd/+3Tfwh1/7CgZ8wLRYFTcKn7zPAVmiOM/KSBsuVgwAll+BSCvPQcxzsaw7gbzpYSAfA0pxvPLaHtgTw1g/lMayriT005bi5ReexFgBuOy8JJrVCQx2J3HxOevRLI3g3ru+jUg0hss/8lFMje/Hzq3PY/lQDksXdqEydQCbn/opzFgEp5+2An5gQ3OSSKGK/nQL1lAWmlaH5xdx+K0X0ZsI0J2IwCLblddApTiJjkwKMdLVClhRiil1apoiOLNIW8aS76THVGKffa+Se0Of2lGLwTG7gRZQtlexVBDjHdemj17zUZlLmq6jq6sPH//4x/Htb39bQB/XNc4v9uovgofjmA/9czzI+ZyMJ5DLZMSVQO/IyMgI7rzzu9Kep61ZjY1nn40D+/bhoYcfFUDNuOZGo4nb7/wnlJol4XDqHViAfGe3kC0wvHX5ihWy5vF8JJwg2KaRUmyOjE93HDHaRZmrxuc9iXVfCXARsLNwQjxnAp54MhVSRO82LUTMg+Oo9FxbKnw2miaMFhmzmPD+IW/kgGZmJR94cnJSJj4FBRsDbURPzYK8yGaMi4Qv2Ztk4ejuYgGJ9xbO7+cRGtU69KgpxRVSqYxY1MxYHBs2bMTKVethRGIwDVMqEdK6SuYIxuJkc2ns2bNbeA1vuvmTkjVKa7NoYPlOAa6sGEcrO7XamBnHxRdcCCuZkI5nbXdyJNPyqhYNgsRA2DJOdD/b+7KoqXbiOFIDQC1GgRegpTM+tQWWTGW4hRkjsGE547m40+O1oWh+tKS0FwsuIBRKXFDYl7Q2k1eTfcjPuOCTeYNJGtz4nuEvDN9gwig3TgxaHIXTmOXNOzpw7bXXQtMMcb9f97FrxcUTcMZQpErMGwe2/Fy5etXDyggRTNZmSwgX4ffaq3O1wTlPyyxcYgOeUUKQVKjBEUvkfADdvhXu1HfUv/NHLI9wktEb6Nl1TE0chmlm8bnPfAqJTAcCMwqfAr5YxPqzN8irOD0jXg9q7BvPvxA3Dg3K3GFxlOXLl2PF+tOEdWLh8pXIdOWhWymkdRPrzsoglc9LBUKW/dXNhIollvsMG05FbNDiSxCv7OPzHuQk3vLZfLsGK3DFsp2Ks+peC7lEFKnonOX9iFPyNtgx3OiqbbudhMKuRXOzB7tehF1Po9Uo4oqLzxUredSpiWKTyeTRt34pHHscrZiHIGLgc5+6QiwajL8vFCaQ0oErzluH3r5uIe1PJC2sXtSFcnkGF29cI23ZdcZKsEZ7VyYjcc6ppIG4DlnQ6bGx2uW+fYn3pQbKe1b9G8okFlgxOvpxeKIEv9yCbmqoFKiwBjCTQM1hDOAMssk4TKclyYYEBW68hRnHQNzVsGfvAbjzytXPV1alidqAjW5oKeCUSIhLenx8XOba4UPDSOZ6cOmFF0DXoyJX6yxuYUQlcefXP/UpoTcbHBoQTx+9Q7fddpvMR16Luk8mux6uV4ftVHHZpRcg8GtiTbrkwo2YnFDMOkpxmBtDHD8nslEecKOcCOXF7PtIC4V6RT4PIuTLJjQibyzHjq8qOnpVpJMpjI5MI2a0QOOD32p7jqRH5tzsJ3I/J/sdyjJufA7ef/gM4V5k43FOOh+AH+trlh5HsVJEokNVcZ2eKCAWt7Br1y7cfvvtuPOb/4CvffVLuOXW38GS5atgZeOiPBBQUKZ3d+YQW74YCdapYGy93kLMAFYsXiDf8+sVrFg8iLUrlqBhu7L2TI4dxBmrl6Erl0a6sxcMOcwkdKy89gLsevMZXHb+WgBrUbMduEEZn77pSnGds198r4Qbrj4HoweH0ZnPwnXqwpfelUkjz9hmN46BfFbaadWiXhjs98BBMmYgsJtIxROIBh1CbVatMVTPRMAwqbZrs0ULBpVU5o1oDBPiONNANitK5nAEillj1i14rJZVx7jusO/yHXkxiNH7smPnDll/mA9RLI4K0KPRjH3F/qbSSnzCdftX2/FboFZzpMoksQ/bi+v7klXrxLiQzXRgdOQQ0tkcbrntNjFWUYZx3WdBud/90pdRqpfEukw2L1mvI4pMYtOGTZLDQ/m0bjUZXIgPTTEWsY/oIbaiplA0chU7pfWfjyZyXSlpYT4Kz0cTJEUX8VMkCKAZLQnBpXcvaUXb49D58AE0q+5xYXvwoUckaZDAiXzPvT2dmC6WEE/mRcArQaOJBdqMqYxZDuS2Mfr4vfg+PmXyGy2gNIRRGBK0MLbQSuXAAVCvNiVBq1gsCz8h3YmcXK5no7e3T2IeM/m8gESGJ1D7KpTKEiphxhPQDFWemQlLBJJ8fhK2+44N141JEpgMHMaqCgA8if0Rz007rIJuMiZE3FDkaBJHR24RhjwwU5YDw2vWhaYLUcXHeMSpjvpDwHLougBgmprEOXEgx+NJAQC0LjdsG93d3dKGUzMFZDJZWewZskMwTYDNuF62U7XeEAs0F6ISrWhVxpRnBUg2anXRalnRkec/5ibAZu4TJV7bFjKlXCqltN0Ox/6cJPoK6IWAgDKZCWI6Q18I3eZV8pu72tw7If4XGzgXWgUqwiWd0IFWQ4Y20AU00J1E1qJwnkEumYPbqqBYC9BoAcmOJIp2VcZHR28Oh6fGhYWkv3sIDDGwOlPIp1PYuvdt9Pb3wchZmGRsfmcfKvUmWBo+kWJZag1BzEFgpBAYLQkh4t3Ohmq320ZailLnfWxGy0Hcr4tbFp4NU48J+I06VbRI1EC6PsYUyKbGprSRHGoDMAnloAXbpoYBTniOD1bMS6V9FAJXxoxuRMXdVirXkbAMRFrkj20hmdBhRV04WhON4gg6U0lFaTfAcVhAjMVnfAjPeNaMSvjGQD4tpYgbboCezl4UK2W0OB81H26zghZBfcuCZ7sSd0qgrJZuNcf0gH4JH54WxX1PvIz7n57CcEM9pVru1ZgigSAd9JxhfJHQk9G8TgzY4QBl3IfWH/3FbBGREGyGe56RllayGLHqIt9zPNIYwbk0PV2ClulDwLhZKreGCcNKCHhx602xpNP9nujvR71QAKwoURbrMKs9w7giLXGbupUKKQoQ7+1Fo1QUBdLI5kC6sdn4Jf6WG/fy4u9ZSTXsY/XxEf9yBeSk4ov3yNes5ZiLoDonAz1YDj0slEF2FrKbJKItTO3fhZ/e/69g1VfmdCSTcXheIGNbwuCOuOAH+wcNIpR/4Yvyisf4ovwTS/hxLkll4bibS4HDcdIQJUO3ozATcdR9F4Hjoas7g//5P/8XvvXtu/DpWz6LL/+Hr8h1eU62QcvQkMv3wG9F4PE+BYC0hPqL3OS8bwLnkbEJDAwOisEmk8thamZG1tpG8QC64xHEDQ92pYblC+LQ/HGpbkrfaOAECLQS+jpymBgbRzTw4RRmsKgnAc8rt0O2TJjZpMgu1l02YkrRyCQyoqgZMRP1aklKerPsveuR/99Asd5CKptARIureHqOR24EzRFTlIFWQPDM+cY5ybHHz/g//1bv1Y+O/a+Kx7WFmo5z5xvf+AaYQMh+qcianBPaRn6PNKssumLiKAw+AAAgAElEQVQRJCXeZd059mV+aY8mkzFJQDaYHM/xKEXkMiiWajI/Fy1aJImELD5XrlTQv2CBtDfDGWnA6evuh9ei3LXRbMu1Wp0x8nEUZ0pSmC6XzUr7uo26JMdL9dpmUzwU4fzjyOHwOJm9nLSNI6QeAkUUvYtKLCpvNMG6K9k+iDBmn1WUbRtRONAMrgwf8sZS3jTZf/WrX5m7UhCom7DiaNjkeVW3UW84IphiUU0yYKnVmG2qkrkff3DvpKF0xpwBDZ8C2Qfrs7PsqBvoUgQmGonJgs4Y2Xq1IWCasXjVRkUAIwEyM5mnZ8pSUjdoEVQq9zmBOCcmrQWOTYjOdSmQxY8TOPDouGsvSqf8WKHlWs4+7ywKiAsA5LM5TYm5Nhm3I+sel3LeE4FNCPnm/XzeWwIaDs0QAvGjZrMpMUr9dhPlRkXintlfQqvVtprx+cnAsWnTJjke1rkPQSkXISosHdksykVqoj7SyaS0UaVUQsKyZBGZdyvqbTvZKDyu2DS4UPEOT2ZPozOfi9Mu/B3P6iESqGhr33EZkqlmZnjBcJbK3xTubcEu+/aXBDMEsGKa0PMxZrtRHkfLLSEZsxCP2pipFpCNJ2G4LvKGjlKtJJ6LPsbHegV0aDE41QJq4+MSVxZBGUNZDY3CsIyxzo4USjOHkKCSFInCLUmqBTq5wHsBalRWRPFR7aIszgoERrgwyY3PGYTbd37COwLoBJrCnVx364hR4bAryJqBJC5Jw4mAEt9r+7zKATs36tTC2DK4YEaJClANTIzVAhiODy+bhWMmpNgOE6vouKpQqGksAuLIJeozBIsp9PT3YbxaR5DJYmS8gFS2U+bkFIsg6SbynT1o1uoSV+8GNpKdGUxpOuy4ASPwEBMQ2iEuRVcz4GkBilJ5UFlG+QAcLeovDw3E0bV6E5bau2FNVZFMZySRj6VtGQvOFBMjnkaUSXPVUcRZnCXwYVsdCKpxZIdWYtFQX9vzoeTAfPDM91TwOUeofFNmcN5xntEiveXF15DqXAAS/7HCm+14UnyADCwsPJDJZWXeiawBRDmlIlutMYmZOJZqowqJoMziucPr0/XN+cq5z3AVxuGrPAR6nxgnqLxQumYqDmypaKkUNc5HKmzvted8jVDT4syNiM1ZOFr4N5UjnQWB7Ap68kmsWbZIPBFClZWw4EqCpwrBep96oFz/3f6hskJ5xTYP5Rbbk7KLexoEjrcRcB9vM1pR2J6NIKq4h92Sj3Qui5rnYOeuNzE+XhbpTAYjWvek/6pV6dd4Ki3GmlSMVW+5khiSR+LS+xSJCnilAYJKbCpiSTx+tVlHZw+5eYvIdWRRr0VQd6uIGIzt19DyOB58WAl6R20sWrkcb7y5DTUnQCKZlWT60UOH4PgN1G0H0XgnWoFqC4JtGMwdiKHZtOG4tiizZHiJZ/uR4FgjL6Vho2VZiBt5NGzm6ejwfIVePCYMMmm2xWM6oiAXs/inxMoYmjs4E9+rbdnu7B+O6458VmoQsM/Yl7RMJ5MpMeZFdF1Ac9hPLLhCOkoqSPMTCcPPf7WfawHfhRgUKaNoHGwxEySVFLnheD6qk9PCFESDWkc2g3K1irIUTUuKbCPPM+UQcy2IsQK3JcXDSDuotZqIeAFS5Ob2PHnP3Dj2u25a0j+eSy/kya774Xo49xzCAd0u3c1PiQcoG0XuNZuI0otP7qyYAZOGGPHeUu3/kDcKZiaDsdIcBzIFPydoLM5JHyAej6FYZmxfBNRmuDF/yxfwTJCnHufDuk0KDGq8lqkWp7fffhulOgcCKcficJsMkG8hZSUkkbCnpwu1BgUOUG86Ap5ZOtl3Ayn5zXjpZrMuCxGftVIsyeLHZyd4Zlwv24QDggOO7091Czuav1dRz3NtJTG97SRGkpozeYMMDjljqYolo2Xo+Lh59rboLuPyHmaK8wMKIMaIP/nkk6j7EbGW0j3D49QKaSHjQGes3ptvvSVu897eXnluhiswyXJ8dFRCY7hYF6amxRJGocWtVq6Ixd+ltYyL/Xw9ow2gCQC5SAsQFGuEyuIXV8yJ/M0TkwVCnm8OQOtwobVcxFh222HGO8Bw1SPWQrHAzWtA3l94j1wzxfLGHzpIJUibEINTn8Yrz/0M9aaLWDQlCZ5eoywx//tcTwRKrVLFHiZt6TpGgkDGCN2O5SDAgYMHwTZ0fU/mEscPXV9U0tgGspjrkDFFsnmOMS70UlJ7ViCo55RyufS6iItUmvik/2HbO64n4Uv0ymQI8iItOIVxwK2pNiANBttDAhhVcuFskiWNb2QoIZ+tKDCAETGxfSbAloN1ONUyilFHPtP9irBweEgL7wPzJJqNpswtL4hL4tzw63vBUvHdvT0wtAWojFThOk3EEylh1dn7+n5YMRMseJRN92Bq9wT8oImYqUH3fWiBL+wVVKq40Ed0U26Qs4osG5wBBM9sT4K7FipocJHvWoKhBRnErKTQxrEffF1HLp5GuemJez3udiERcaQ6nGXlsTy+EGvOPhf/4cuflXAFGePzBlgIDlQEvuoaJjUR0FEhZ9/+l//6Fyg0mFgTh2nERAFhCBSjnhgixvExNLhQgDNBGVmOeMyKL8Ho2BgWDi6CXW+C1iCCHMrlcqUo44lzMpceFXktA5tRTaFbkxolpxr7VFcmAOlimUlHWoJYkZXTQlqvbbmWacL38GAaatIwzZMA0Kdgle8zOdFDs1KA16jgr/7f/wYqjNzomayTKitC1hGObzn8ofxDhSK0PnPPv3nd8KWMC+9+af7meBv1h6bbRDqvLJ6Ngi1j7qHHf4Znnn0MZ5y+BL/3pa/iY9f+O8RTWQRRMsOoEMjnX3oVXrMkBcjYd9z4Ga9JEcljHMc8xoJUU4UdILtPsH8cNAxAM6DHLAmZROCiM5MRBheuSRGDxa1clF96DqlcB3TGhKGKenUErGSZiDFdwYHrseocBbHqBMp+gk+OM270Pr+9d5eALMcno4whca6Mc27SgxbXEdM1ycshiA90eqEMtAILb4w3sOmCm4AW41PkdPJeijOdhAWa84XrLtdgAcUExu11RjzQZLQpl+Tz3p5etU67LlLJD7kKcvuRfpF3UXZNAOzfux+Zl17FaLEGM90h/P0c+p5jY6C/F8WZKfEclctV8drTY10plZEUIBxBKp5Cw2mIAYBrCUN9OK74XuSdrMNM6lOMQBzTNEqR7i5k7znhdX+eAY5yiRv1t9AKLcKNcLkFRJn34tTRmbSwb89uTE9NIJ/WEKfnTBeVtX2GD3QXCg3GFBlS6prJepKwR80uRveoDcdjA5DazQQZiSTcldYHevoMU6zQSgMMz/eB3qQSvIbKJicYSMRS6Mr1oK97ABTo0KKIRRNiAcpms+hd0C8d2tHXLYLUo9avG0KNxeIo7FSZrL4rAoTgpbOzWzpdDQSlNclERkS5TkXQ8PlCAHcy+/ntEUJmdUyWeg4KCq2Ij8CuCe1ZKpkWL6ogLgHRoQ7F675z40JNblm1BKrP6eYQxUjXpTqQkewQ8EbLvSgNlYoIby4uvb26CKYlS5YJ9zVLVA8uXCTAtLu7Fy2X2a+eJM5lMilMTk6LIhLp7RfBzjYMNzXY58YCQSPBlxgvBN6cbCuSliwqFjQVwhHaol3QuhprNbH1pc3wiBckXLft4+GEEwvZPNBMAT+/mUTgE3WQy025vC27hkxjFN1cMBozkjDXYeoyQVlwKOHGEIlHhKrNdz0BMrSDRybGRXk7PZdFtF4SEFW3m+jIpmE3a9A9TUA14wQZW+bVArFQccz6tgTvSBOyhxXYCPl7VcuGa1PYzmr/buNw7lt0udcDIO7nUKlVEfWT8HQDiaAKRKj48MyUsOxDNb44z9iD/IR7NhnXflduTjlDEoMrkT/jLGgRF2kjAVhJYbHRjBT8IA7b9ZFM03PUFGJ9ClXOqYuuGUJhekaUOM7FOJkjolGxgsVSGaw5gywyxuzi3g96F2rIpC34jPesN5EwLZnbLpO5SHHnKrWRMcC0UiirhLLcEkhzYY7GU1LQwqGrj15lghhyfscsOFTkfBtGs4AOSxc+/KoD7C0GSGYJWqmYqXwCtiwXDSYMhhvBIo+J0SFKN6kn/U+lKRLRMDg0KEwgpKokrrU9H3R7W1ZCwrcIuBevWoNKuYaWprxftBatPWujVP7qG1ouceJGmwO/NxIRCipec13/IrHYi0d9HmjkZxxHZEcIIq6UvH03izP9M+zzY33OEUBFhBttOfxL5TpwnAaItlykTB2P/OSHyHWkRCcVoBgJZgtjEJ5/mACaz3q87b0A8nz5dczzGBFYLCzi1mRcZrM5mRTr16/HH/3RH+Hzv/4JDPYtACJJNF1Vop1jmv1PcKojCctUY5pGp/B6xAicFyK/GYzG+WAqvn4qATzORGNallOZHKrFacB3sG7tmZgpTMkcI+e87bXESFRv2hJTv6C/H5XyjHhVjKRiBmH1SwHMpNajsazRQDSTFEOK07CRScexZOkiyccozJTB0EaOiZjWC71ZgKlpQlEYiRrwdRsRJoz4FqbI2MI1SqgO5xSrOTR9zBY94iDbgAxa+XxOwjJY9dZmqEAiiVKpIvcSjekyX+jloVzinMmmaIGvz46zI076qz9mW4DdE+IehmcY6QYSuS7osbhYm5PxOKrlEgYGF4qRNN/TLzk/ESOK/oGWGCyqDHk1DCRAJb/t3WGQnO/LuKKSEzBMoC0fueccoOJJq9b7sUCHs3s+gA7RGOVKjCxItSoyMQ3ZjryERjGfDQGpQz8AAH20fBEOPQ5DurBl0ZyjaHpxyxb81V99QwYuGyxqxkVTYQIBSxd/7Wtfk8UvnSI1GpsptPDNLSjSih/kP1SfAiZUkWYwhr58H1YvW4eq7cNIpGAmE+Jy4CUpeNiZ3GhZJV0Lf15mA6ezEtPLyUdhwg6mZKeFkAsWNXMuOBwgFMokG2c1HWriocZz8nveiQJDKsBiHrikrYyjg51M94PXxAGNSSbKCkhuWrm0PM27/yP32wY8fH72KxUdLqp0K65YexpqvrJ6EFSXymWx+NHCTAs1f5/JZKRNyPtIAE2QxzhnsXQEjmS2Siy1ayOb70BHR1byG2mp5kIRbkcvlLMAmqCFCzrH3EnsmaASVs4Lf8xxoLeYHGAjGtiI57LgfJERSCuLtIFKnpT7Cmcg2yjCqnn8bgtG29qmaAY8oOxiRTqJC9J16M0ZdA0OYWamjFg0QNQIhLrNd20kzSjSqQSG9+9Df0+feDB6B/px2CwjQAXpTA6mGcd0oYxUwoFvVpGw4mjanliZJqbGoelRJHtSmC6OIpGJC3Di2FLtx7HOsIn2jbPKXESBxLCd1Z5PHIoSsoaov+c9rgwfl+QUQQlGd1JCFmrJTjxbZYJwE2CiKiUsX2xBTZVe5V88j7QpGQYYvhtRAUUOh1imC/kNH0G1aSOpWzCsJAhoWS3U0OPKQkTWDyOCBLtEi8Bs1OBYFjoXqEQ6XpPFUOhB6MlkUKpUZd5lcnmxyPIZ6YrTfHob1LyRe+J0lE2gMtRsZ4+2N0n0Df+YKyXL780ff0qx02CRG4GZ4l5T4qA1t460pqO5fxia64HEI8KeMF+Qtq2cvArdhvyP1IDcKE8oO7m4MORl6drT4GlxOL6PONvJ9RFPkPqtLp8zDpaAfmEqg0JhejbZmb9fvXGBJGeR54jnFMtPgvknSgGjF4lAS8ZO+MjH2LNt2HYnu+d5SR/Oje2llFjKM0JpBwa9QAy1yeYl3ZnjhVz6bDG1cPO6stAc465+Poco397X1v65GTXBVzjQli5bjN///f+MaIulNDkQNKERlObSNUlkXzg0gKhTQCKmGpFjhf0auKymp6zknu0gn+vE1MQkOhf2oVYpieKVTucwMTWDVoZc6g1olqFif80IDjkNLF68FDPFIqJWAlOFIrJ9OeljhzkCVoBcKoF6o4nAiIOuel0n/aErHh7fV1btZJLHKDxpSeR6l8CS7m5UanWZi5apI2InYBk6XCci4SeeZoDuXc+PY5oyOFKHEWkCCNlw2Bi0tvN7HAvt9exdOoGAmYqG3ayLQkHqse9+97t48P4HUK7VwYqwjDlvNGw4ThN/+Id/hHPO2SheZ9LTvutGDYVbKEff9Yv/tj/g8KeHfnDhkLBm5JoBPN1CJGqibwFDeZTBjCCaXi3mSdFjz1h94qSUqQA2cRU9d8oA6QtlHL3ZxEpidW7LCXq5SStMTJVIJeEwb2beOqVWlfZ68x7HuR6G8keFcISWaIUjBAuw4JXvwNJaSL+cR0tXIbu6Ton/gbNwtAeVGllq5LQCxBNxQV0EVdu2vY0NGzbgjNPPwls7tuPRx5/AJz717/DNb35TKN9uvukG+R07hVvI/alONu/fcACrZXjeByf5loCWt82YPZd8uJpkd/oa42zi2L13HwYXDQnoq9t1FAplGQjUlienZ2Qxp9U1k0xJ9rRbcKWwApPGuE1MTkl8sGnFxBJWKVXEDZ9gnKvNsA5aCEMhfJL7FsGQcpGqpVY9O1sutOSwaAFfBIvKbqaCPeTuBA3NQpm5H8tx9ed7/cvAf93MSqxt02YlNBOdmQ4RglzIuQDTglsq16RdmD3brNRh0ZoW0BISQZTJJgznyeRh+C1MlCoygSK0AAqwmLshBQLbtypuFz4tkxfmjvHdifytHPL8bjjhGBKirNDKI6nGs7oC1wFekMsU+6k91vlbCRdR4STtoSSAkMdZYllnoqZlQncD5FtN5GIOUJ1ANOLDrhcwtLAPhw4eAplnTN3ByO63sWZwANXyMIZSFsZ2v4Q1y1eiXCihWj6EfF8/6o1JpIwk0vEIpicOIZfMQivX0dWidS6NemUMKztSKNdn2hoP+Z7ZMrQeEkAr11fAmEOOEVke+Xk4BlV7zm9vNXKUcFGftuCTSzswEPUzaDBm1Sc9GzMIlWpITUuseDIo2+dsAy52GamAeM2wOiFvw4kYKOspVHRLYpe7cv3Y+fYu8XYwUY4MFBSipMBiVapcvgNRy0PDbqDeJGe4Ccs04ZJXN6Gj4kdQjyQk3GO8YkOzcjJvWcCF1i0CtlPZOMZCvw/bRllC1NgTW7UoaLowEdAl7VHRC2KIi8LC0AM++6lvvH7TayHZlUXLdsXiDTjCTx3oMUnATaTSmJkpYny6IIAjHU2gbhdFxkmypA6pcsnesknNx1K5hCVJKkS0LXA8qHjAd9ypKFVzc/Mdn5/AgXbgwRGhRDLOqEiJ3GI43TwF5gTO+Yv4FU6PY7WkzJ1jfcDv06BDoGzXRPkhCCHvfzJpieeAa2dHNo6R4Z3Id+Rgl8boU0c2k8HEoV1YtHgZZurkP4/CrjVhM99iqo4FPZ2YHNkrtKMuE/7zSRQK40gk44g4dQwu6MbEwYNi/Il4Frrz3aAHltR01XIRqUQCNacBt9oQkEQvrJWIoF6fFmDVnWS550Al+WrsXTKMUxVirLMjHg1FIMqKnbTWUMaGczTcn1gvG5K/Q2XZQuC6cJtN9HX3SI2C3//D/wf5rj78053fEdlAWkfyQT/44INYv2al2EpO7Cq/vN+iJyG0FBPoJlIJOMwboVfFboryUi4VkMkp8Mzemy4WpUImQ4QYusmqzcyB6unrlURVKjxTU9OCmwiy6eWx64oVJZnJCPUuAXhVeKcZWxm2f7h2ndie3wpEhim9VRFpqnOJx5GSj7kf4n0kjqJRMpRFRFA/hyRCMbEzvlAzJCmFVsc/+7M/Qy6blyIaN37ik7jhhhtAirinnnoK1113nVgtyVsswdph23xoe5W5TEEVEC1ozK9voV5vwG00sGL5MkyXiihVi0ink8ikkygWpoWhoyvXIa5ykm2XigX4BVoSfXT1dIvli9rX8mVLxYW0e+cBrFu3Tp7CC3xMTk+J1SdmWbNg72QfcXbctH+oLDjhH8p1qsp7hGdWi2EbR81aO8JPT3ZPkMBg/nI7PonWGE3T0XA9zJTK0o/s70q9AfI8NppNAaHk3yyJdTkOI55F1VbUVFNFG8zmhZ5GvdVCTzdphlTVxnfeGwUui4O4UrzhnZ+/9xEu1FJcRAq3hK2pkpeY0iQqh8Rqzp2LE4g4mgqJJI1TsEuDapLBG55FTPQ8v9GOcQ80TJSqaCKNWLoTh8YqyOc7wXjrA/tHkMuRNaKIBvmnrawk15KhptZsIpnuwtgIrYdZCfs5PFZAIt0DN3AwOjmD7u5+VMkWY5rQWi2MTcwIzWK5FnL40oIcAl8VwytKB9OyIrQGhAJn7jnDd7PPM2+BD4E0z0EByqxoMlN4TAaKsKpgDJBqhFEBxkrhUNdgm7K5QjVknvSTS4b3SaFJwWxaUbAc/NDQkADxidERLF+2TLwbnF+ZdAp+oy4enRj5pHXGxrFQOr0kynVNb1E2mebtgtpcNMp4YeVqNpkkd5znD9vh3feqhPXxlnX5rB26wvAnaTO227uf9IQ/cT0WTIoISOZcs0yVUMb242tyfEx4hpcuWojDY6OiMNisFpbSYUQiIr/oSaP1GY6LXK5DLPRMziEgC8Pqjlas1A2Go+Pdx8+JPEjYDqH8EmsQfxh+cNRJwqsedfjf9p80tLfH0PwH1SJRwDfQle8Rr+fUxISoo6zWyKq3XFeXLFmMSrWk8lPiBhy/id6BThwaH0E1sBC1IjANC9VmDWvWnIWRgwcAM4sSw5jiSew7PCXFdxy3iWbLw+7hcQl11AJXDCR+o4ZmndV641LMqVGrSmU6ejWCmIlmO2mVPO96xJHiLBybSXqIGFfeVpDI4KDACiUM4+FZqZBhPYx7VZZmST6SgaEqg85vi2O9J2NCzDRRLZWQymYFfL300kv49Kc/LVWF09lOnHH2BgHOrPRK8EwFfcnCIeUh/aUcbMdqyeMc0xQ/OuV13alLDllHd69QzRE81+s1kIUjlbBQqdTQlc3JKhCPGujo7xGc10rGMTE+im4WrSsVEI2yCEu5rYB1tr0HqjBLbWZa/s6m02iwrPdRRp/j3OkRH1EuE/dREeUmRsbZOab4pWl8DIeAXKcNuNWJyNT1IW+M7SRgYigBBTU1ir/+67/Gxg3n4LWtb8jiODw8LJXq/uRP/kQEOvkl6YamO1K57D6cm6TlUawc0pCGeIQIotnhhw4dxmSphHMyFyKqR5DOZGddDC3PRUyL4PDBYaRTKSnYkE6p2Em6Fsm3bNdrkrHJOvBUHkjnQh5sJjBxz8QwujMY8nGqGwUOQayyLHI4qIGgLGPhWSVKUOCPLNzh4VMcdLM/55sIXb0lbN2xX4TzOeecg1hMl/fJuGIvESHqaSjOTMK1HVmUGd5CbtxKoyqckLREJ8w4LCsmE4PMJmTzGBubaIfM8NnmFmk+h3pmdQ/igufAnrUGh1bh4+/ZMqzCR2TF6RJarVlIhQlMKixGQby5q6tWlnuQVmWb0442/xthK0mdP4kdjBlxRBNp6MkMxgqHcMf3H0dPt4VsQsf0RA2XXrweg0P9ImhyvVGMHDwETWdYRl4K1RhGDOOVGjQjAd9I4Ec/fhznnXsGZsbHsalrAZrQhaEibmUQy8bBoh21ahW5jqRYzIUjljG8MkR4r4oGak48hPes9sryzC9TfBB0q/iY8Pf8PEy6YEldsbi2qcgYG003u+Qoc/GD0U5DJYhnTD6/3RZLvJWw4cNboOWxDaD/6q/+B/7T//2foekaajXSuSUwNTkhCm4mk5bYZYID0ic2a1VR2no6O2WOUTgytIGJwkkzhsmZAuJmXBRXJjOxOiivzTlPS8PJ78NbV54JPtLc3OOD8RnbbS1zU+JN2k/Z/nL4zKe0Z7ygChF766230N83gGXLVohMYzInC45EdQ357i48v+U5KWY1XZhCyjKRTpqi2OdooZ4gy0sefUMLZd5RyWCyKuVUSBPF25vtptk3PMrnU8oZD6txceJ7xh6G3jE50ew/bUvPEQvW7Ie/9G8knK4VwejYDB65fwvI9EWnJ2femWexCMUQmp6NeKYDew+PSF6JHzNhCid/A2Oj4+joGYDrWrj9nx/DLb9+OXYPHwZDnOquSpbs7ulDiTLHTGJ8pow33ngDH7vmKhA427UK7FoNqaQlVeQIRCemyOyRh+83JIyP7nZavkuFaRmHNLAEri0vBuzH0xlUbCXb1ZASk4V4w5Slj3HxPMZwDaX/0ryhJLCSIGr0vftwIHhmbHiKhT5Y7dF1QUszqezOveBCKXR034/vl/WZ3NsMI2DoEqkSmYhL1oVfbe/eAsQ7lBF8MeRi+OA4Do5NY+N5GQm/pKeBwJnGpsLUpNR2MGDBdly0XBvFahGWGZVQj47OvFTVzTI0g+w3NI35LQmXLZcrEt7BvuHG9YGx7azJEeKed7/L439CHKWMKByLR29qbTvSEMnvcOT9HFg4BDwDKBUKWLZiBe644w78+Z//OV5+6VWwbPPdd98tblgW2bj00kuR78jIE5BT0DA4WT78Tbnw2SZqUSfIZ7zg4dFRqT7DOBvPY3hCBL7dFNDMBaq3My+lJOvVimj//J0VT6JcmJGJ2NXbg6jBgRQXISP8pUEgISC0DJAfWC2y7+8Z5wBlewVrn45CSUHqeQdmYSGPtUHMKV6e1s64EaBaHBWrVSZxLlpeE75fRy6dw/j4iIQP0HrImKVcV5dYRGYmx7F06VJ4lRqMqIdqo4Z4JCGxmo1yE76uIaPHYLDmfUCQo1wncpsCdNoAmtohLcAhcKaJURbcE9sTIBMoq1VfWUJUq7Qdy1Ka+MhJFULKI5tMfUdAZ9iksiIQluuwfSYktlB3AniRmISqdPSlcNlV1yLwHdSqRTz29FO4acEKNAs1uBN1rF9/PqhYFgJdmC4iQRR6qkMKDJjxNPZMPY6+QoCzN16Bg5Uissk+1Ko2Aj0FwzTww/vuwYUXbIIVYVUtVxLypNRye4iEMc20wLN4SbiFtx8qZRLuEbbvEfG/BD4sp67GmBH/4aUAACAASURBVLIiqQWQViTGJpI9k3v+K65oxvaKGZityD6i7DtyjkvEDr8ftKQCFOkXi8UZaFpMkuQYEhRNJDDQ14dmvYpEIgYjsAC7gZRpiBAvT03B0jR539WZBwuLTI9PIJlMS1syIYoxmT29/aiR3rEdA37SezYaQ780LvNHTye25NzyLo8qYFEBUWmBsLHDxj+FPa3EJcfHyOFRycMgfzk3xsXT00X3/OTECM46cz3Gxw4JqGbImdOsIm4wgdXG0qFBFAtlHNyzRxbCNL1GBSaKqamhbmvezR4D1MqnKkVC2uRE/mYbHNFG0vmc0+qK8/+V8827Bb6d9+f8r/4be89OOPKRBDxz+W7piMQySOQ0fPq221CvV/HclmcxVmyiaygqZdqDWgWJeA6IW7AbNQwz7yJmIJrvEXlSH6uiXGGIXVWKh9VZ6ML2JJxy5959SKRS2Lp1G1avXo1LLrlMxgmtzVGthWwmLajdhouungVw9BkUmh5cj0m9QDLTjX1j41KHoD/TgWatCL/hoDufk4RFlqRnUu+RG8ev8nGJCOXndJtznskXGeahwsMoOXhsbpYdeSb5i8nerPPQbMAwTQmjJM74i7/4C9xx550SA93TP4Cvf/3reOKJJ/Dbv/3bUvBLAcOj7+0Y5/8lP0T5r5OKQzx/AUrlIg6PHMTGwFceE8+V4kcsx+3ZMQnL2LNnj3g2urryiJkdOHz4EHLZtMTQM1aaoUdx0nfWGujvUcxdNLoRoDNZnUa5RDwl5b5V8x81QU6iT7huhYYyvud4knHXNqjw+cLxJUYiCctTSxd94D+XEVIulZDN58WNwviWP/3TP5UGIF9q0/XQt2AAd/7z7Wg0FfWN67WEpYOA88PeqFkwCYky2yOQ0Fj8QYNhhlQ3AXq6OwUQs4jK/ff9CHajIZ144w0fF+Hw+CMPY3p6Whr+8suvQLFcxs6duxVDgMZsUUfoWQaHhnDuueejb6BfAGdHZydcslB8wBujeJW7gSf2RYtnjCk3gu0PcksxrCWbEMYMckBSKLbgYWTkELZufR3D+4al/a677gbs37cLDzzwIKyogcdbEVx22SV46WfPo6OrA7u27xD+UyY9jU9M4vzzL8SixUslNk0sVG1AKgIzXMAFvClLqjzT7PH2kH+vv8OGYBx5e2Lw0Kx1NPx83v4dzXeMxX7e1+GxSh89MJEIkgQunotCpYTJyaoQyg/09QpomZgKcGB4DIcOD8NxXVTtFnbu3AmCvaFFizA0tEQKvPzs0Z8JvVTdA2Lpbjzy1Au45ILzcGB8Cq+8/BpqlTrWrF2FbTtYav05XH/9VSrmWfpfJRISHFPxUOJCWeB5z+GzhTHB7RGjpEUb8B4Bbrg4CUcwR9ycxZ4tOL9ZpOvU6idNIwJLDvJP9U3xooU3IEd9SdqlsLRMFhyyJJxn8aJFeH7zc3j8scfEqnb9NR+Tqma7tu/FM089JZaJq6++SiyqDAnbtWcPLr70UuzZvQ+6ZWFichq/+6WvSPjM1HQBRpyJW+37Pdn9EfMptEKrhEvOszmFiiNKKWXSNgTs7Vg6Jaznj5iTe09LjGEwppTVRiPiUuexWMzC1Og4nn76aRlTn7z5E+jv70WtVsYDP7oXU1MTWDS4CFdefiX+6Z57JLxuw6ZzJDSGTDisonrllVdi2YqVckOz3RfOqXm3GXbbSe/Z9eGP5p1PvVW5CKIctz+Tcfuu33/HCf5NH2B/i5U2GsdEKcBMzUejEaBQD6TYybbdhzAxMYae3i6kUkls3/yCAGeyUZx25hkoFAv4h797AJ0dMWExslIZ3POjB/Frn7gR47t346//9m4sXNwFM5nCsy9WMV54Gfl8By489xzs2H0Q4yPjyOctLFq6TPiiH37mXpQqAHOrbrn1Vuw7MIynf/IwFi9agFiLtLU5YblquQHcIALP8eeFTolUf9f+oqQKQQxnEUPCOHT4/r0ATOjhJd0ht46uLsxMTkr13I9edz0mp0sgnzblzH/8v/5POW+z6QqJgXi8fg4Y5F0f/BfgA6ZIcCzSeCjAVpKQydJlCoUoDY1kf/n+Xd/DoeEDEhP9xS9+EeVqDd//3p04dGhYMNdnPnML9g8fwr59+zA5OSXRColkGtt37EJHRyduvPmTQlpQqal4f4JpZSx7/42ksBINcfNXLZ43FDY04M1KwCMuGI7LIw5+0H9kslkJ3mcsIpk2yLjBksR0pbA2/SuvvCIlvONWVNgEogY5oVmMJFx0Pug7OvJ8bBw2HatcsXwoNSBqPEZUk8xcWr1okX72maeFSP66j30UvfkuPPf0U3j5+RcQt2K49mPXYPGiIUyOj+OJx34m2c7nbNyAN7a+JmEIjLl65plnxBI3OT4hg0FluPPCbRB4Cnt2Pu+dC7a8Zju9/YzHWPBkmHBsvK/YT3W9qVIFxYYDmAnM1JrwdFNcfi+/8RYmi1V89rf+PXYfGsXPntqMN3fsQffAQnzyM7cKfdL4dBGHx8fxzOZncc2112Hb29vh+QE+/RufwR3f/Q7MVEKqk9GSSaumio8zBHywhDPjbR3NhK3FT+nlRkwpLkCrMF+BvEK3IWnL2LZHTxG1sMtiziaWOaa+M4sJpemJ7gNJrmScLU0odr0Mr1lDOh5DZ44V9CDc3Hu2vYYz1/bgwK5tGNl3GIsX9GJ4zw7kswlcdvH5OLh/N4pT49jyzDPoyWfxkSsuEZcYqadoKWS51AcfeArnbdwgC9zYgf3IxoGrL78YsYB81jbMIHw1YAUNxIOGHGP4iwwFPsossFZaN2PD5l6hfOGzzrULLfhkSzBajEf3JHBDEzCtzjE708KLzB449ht+jWcXEE++X3p3yFpRr6Irn8P2N7fiJw/8GJ/65I246rJL8OMf3QvPaeDBB36Mf/87v43P3XYr7r7ru3CaDfzkJ/fjxhtvlEqnhw8fBkOMBgYG8Pjjj+PAgQNIplnqnJXWTv01/ylU+4XtpD7hOOHrw9oYFhUzooiysAf5812WbwnQqFXw7DNPYcFAH/7wD34f9/3gXzBy6ABefO4ZrFu1HF/67S+iMDMBFix6a9tWrF+3Br3dXbjz2/+AFSuW4ROfvAnf//73j3nbHOcC3tryQ8lOpQqd1Hsxrs4tTGqsHeOSRy9e0p5zvzvGL34pDjHWv2q7iHfm0GDYVCKFlpVCYGbwwtad2D9VhplfgMdfeANDazahd9kZeOtgAW8PF/CDh7fggisvwPqNl2CsBNRbMZTtCDa/vA1PbtmGj1x/DWqtGCbKLqwO4OKrb8De0Rk89eIbaMDERVddjZKj4/B0A9sPTmPPBHDJddfC7BzCP97zEJ7bdgBLzzwfRc/CwaKDghcFEnm4RgLFpo9iw4ceU+54KuGUQ/P3ZEcg9TQBGMczncMyl0TktmXwCfQyQziEEavN+9yoVkVZvOmmm9DfvwAXXXQRli9ZIoB6+OAIXDcAcQjDN34eBrwTeIT/7b9CAM34ZxqK2NZKgVeUm8wJe/3Vl0Uef/5ztyFpmbj3X/8FLz//PCKBj6986Xdx/nnn4Oknn8D+vTsxcmgYl156Cfbu3SMK4G/+5m8KfqKBkiFlzNVguEjE0CUf6P1gp6NWqHAxP6q9ZYGfPSbybTac6J1nmP3iB/WmxVKidZaNNrB//35s3rwZb775psS1HDx4EJVKQSwdjJ1liW9yWnIjR+OHGf/Ma3AhIM8u43S4ke6JTiECaVesxqooiG03xF219bXXMXxgPx756UOy6JAa6ILzzgFjol94YQt++uBPUCrOoL+vB+vXr8PypUvR19OLM05bJwmIK5Yvl7gd0rlQ09JDf7Vc/RfzHyni0WohkbRmk76Y3PXss09L2MYd/3y77JlYcuaZZ4ob8Xvf+x4O7N8rgoxJXzfd/Ekk0mlosRhWrz8NvQsWon9oMcYnZ2aTSlhggRFHjK+VVxtUvxPgnng7+iRjR1SAuMtKfu0XgXR4DWb7ynotADN0L1OAc8zwRRSgwhDeuaQH8J0mEDisnQ5TbyFtaUgYASZGfTz20x/jtZe34ODwXlx6yQVYMNCDoYU5LFsyhP37xwXkvf7Gq6hUqnjzra3Yv/8QTjvjNKRzafT35yXGjHGFsSj5xUmXnMCSZUtx9dXXoK8bqFdrChQLhZ26Z1mkmCA5yz7RBsNifeX4VwqEWGXl2eky5UsVuWAfUNlg8iGPs3UEOBM8E0QHajHkzFJ+kCNbRSl8jFcP+4lojFSX6tDsYWnvABlmddsN5LIZFAtTmBwfwfT4KF7a8jweuP9HKEyPo1Yv4brrPob7H/whvvHXf4l8VwcazQrOOusMrFu/RhJSlq1cioGBPgwtHkK5WsLQoiGplMa7YCiSAronu6cAVXHlBH98r3PRl70KV+HzcKyE4Dp0RM/tw3Y4tT1DY8howxGoON81JOMJOPUaXtiyGZOjI/jGX/4lKsUCGtUKLjrvXAzv3Y3HH3kEb7z+irRTZ2ceCxYMYOmyRVh1+jqcueFMkb3pLAtJkOKQslJFAYrCIco6reht9hsC3FN5teeQUuLU+GRbsS/Unlc+cvycWiv92/wV+0LTWyiWirjvh/+Cpzc/JV7UTZs2SNnuM8/agFS6A2OTHl597S0cHJ3C7n0NMAnZDaLo6FmIrgWLkegESizmGUuj5ESQ7ulDy8rinEuuxtI1ZyHT24mDUxV40TRmWCE03YOWlcPp516CF1/bi2y+Gz39nYgmssj3DsFI5IRZ6a4fPAfdSqGjdwHy3QvQ9CKoNBzE4mkkUxm4dPPP9jXnC+cf50obNEuIHd8zzCyUD56ac+0uVaaL4/Rvm/Oa3yB4ZsgTFUPmIHFdJ9UqvYQ7duyQuH9WQaa8p0X1V9t7twBDXSQRj/lYZMuwbdQqZZm/5MRn/PMzTz2NkcMHBTcxvPWtrW/gwgvOQ2c+hztu/0e89PzzqFfVb9auXoVVK5ahM9eB09avR29PF0qlghgGiDVoLCBYZ0VZ7t/vFo4/dZ5wpT/xs76XB+Q9z9ROYJR4l3d8mRYsYWbQEDEMiasiiGKgPhud7BX1uoN4IgaW8Z6fsMJgcXaOYNp3nPiDO8BlgZnMski0XREEgJxozGKmRZqZvFlJvrBxwbnnYcNZZ2Pv7r1Y0N+HRx99CPVGFTdcf6MAGg4iakksYsFJyE7muaidlctF0WobjZpURuN3Vfu9n4GgOp1CRzYmYIkoUn8zbpuuXQIt3gMxe/jV0H1+vNbk78JFjAUeaCGm5ZoKUeA5MLUACT1AYeIw0rEzkNB8+JqHZmkS1155m/DWUivtSGdw++23o7+3D9fffD0eeOABxHRfQlsMKwXEknB8HbmuPoxPFYR/lBydtGkqcUooMmf5pAWMi6wR0OJ28gOfz8zqch5MqX7Ga3BTFeZ4PkWkxOOzZ5diEm1h7jN2WiW3qPuas8AxZS5sM4YDSTEVLYa45qFlV2DFHUQD4KYbroauxSSGjAwlxVoFyVxGior4BnDRFZdBj5pYfcaZcP0IfvrwoxiZHMeq1WuUt8HQUGm68DQduqXBjGdRKDexc8fbCKIxaFZCPkMrquYnHyRCS4/qcZ+3JrHK5IzlMQUg+Z3wmX3yiEdjkglPZklWNpO218k6okNzK9CCFpJRHXUm7Pm2cMQ61RKMFHlUdZVaICecC5XRZZQq/YNLIy1MDouKMBGKY5g5B5EWmo26eH0adVatigk94OlrV+GCczcgkbhQWDcOjR7GPffdg6989cvYtGkj7vqX7yPCrBUdqDXKSGXjKBwuq9CsmI5iuSCLJksoRw1zLoaeIJAemxPdq2aUkTMXi68s0Bw1TK5kkQl6mnzPhUGXA81qLRcB2WN4KbHCSuPL2SRWvH1e7sK/KUv4ntYebpzLnAEtckSSX54rAROzzBiorMZNE73d3Thn09lg9VTXbsCyTLHOL1jQj8suuwwHDuwTbxuHcTqXQr1Zg203YcWjmJqqIp4w4bUc1d+tuSIn825vNh51/rGTea9L+JSiEgznIMNd2J6c3+QxZgY/FQR6JHVTKatKLp3Mlf43/S67MwKUqiXkUtnZm2SRMZW/RlMsuQYJlqmaKdowyl9KL8uwEYsAn7r5KpHJDDswtQbK0yNYPNSLzkwcTCO55vJLJZTvjNXrJCxsZO9B6IhhpmIjlk1CT3Xi8EwV687ciJHCDjh6AlPFBkZmaijZEcDKowlLLNX8jBZrFyZIXc3xRt5pJoPRmOQ7Ni6/+hqsWbEcTz72CEYPVHH6isXIRgPkO7JwWdSr5cKMseJnW3q2KDtY5dFTCcu+g1bAQke2jGs2jKwABN3C+sDxMV8Rn226I99EIojGYlKsK55KSdUmxkBv375djHjZDgszpSpyWRZp0oV1hhWSJV9J8rDeE6Ifeb1ftr/UdFR0tVLIRxOKUUYbEPdIWIdl4rS1Z+K0tWuExYwFp37y4/tRa9bwG7/xG9j83LMqhyOZEhlHEM5XV1cXnKYtOWfEZGRkKpeqEvus5KojrF+n2uSceiJNwzweGnJ4svbffKvkLNljOE7pESHZonovdT1O9eLh72QBmJP/4eFZlBYWDCEaptv00KFD4lZds2YNrrjiCnk9/MhjUh6UoRu0QhOjsQjChw2epYHaVjQKJtKA0TrMwh+sBDczNS0LFIE9O3DTxo1y/yzwwYzdF198Ufbr150uHf/CCy+IlZ3f5wDingOBg4AaEzuD1nhqUhxcYjEi/6V0yqnt+VsyicheFuSI6mweI/hv2mL1JWiXeDBfucPmOur477hgsxoaNwmaJ3BqyxQu4K7TRDQSQVcuh3g0iomRESQtC1decTleefkliV99YfNmPPHYY6hVKlizaqVA0i2bn5WMfwJEVpbj2RtNW8CyETMxPVWAHiO4IejnlbhXbRTu5ajgJAnykPABcj+c6EseQ4tIpS2hS6JgJoLTaFnlXgEWJhJQmQtBMTUQBTh5TOwjR8WWq/aS7wvNnapIGLhNAZhOs4aOHOA0yzDJt8YwCBLVeDYadZasjqC7O443tr4ile527NiOw4cPoLevE7GYhsmJUTheDTPTE0gl48I+QbA5MTmG8YlRlEosS+ugMFOUfhMlYJ7bnTGFtL6LGBDea1L28dW2ArbBCwEME46oBHIcc99i4pmmw2upViaHt+LxjqDecIVxh9ePxcjDbIv6I+KB/8yCRcJnFhqKwpNKiYrmNeR+JzjKpNJgQhxLb48cOogkqajKBfT3dkqmNhdplom9++67BFQODi2QBLm9B/bi8OGDYonTGIolKCSQMes4tgBGCl/OB/JuU2GiVf6U9u3fksmF5zAClZSqLPIBjBYBYF2SaCKBixZJ/6VtfXFfem5DDZE2KOa4Pnoj+CZ4lpAyw5gF0JyXZMChUhE4NkxdExBDBqCEGZOKh6SJYuY7CcB+eO+9GBk+gO3b3sQVl12CmakJbH97G4qlgljiOByCFsuTu5KMRraTQmFKjgWBJ+MwCBwpBkX+anrtmOugPA30Npzai22l2m/evG3H5xNEx6L/H3tvAifXXZ0LfnX32qurq3dJrd1abMmSV2zZ2GDMboNZA2aZl0cCDJOXvAQyyUsyjzeT95L3BobMJBMgYQgJxEAAg21W4wXvwvIOsqx9aanX6q59uVu933f+dbtbsiRLMp7gGd/fr/tW3aq6y385/3O+c853dFRKahxzTeDixuIYHIsEIF7uWwSiZVNZ+KGPeq0lRYNIyehJjYDuExqaVK3kE1Mp4doiCcDtOeTjgOnNwO5U5M/0KsjZPox2GbNH9+GaS4ZwZPcvYXkN3P+TH6DH0pE1DVQmj8GtVdCq1IVOk2XVybDhNito1yuYOXYExamjkhgulHXNGvKZFLxmDa16FUf27Uba1jGQzyBslDF77AiGCymgWcEDd/0IM0f2463XX4NLNhfg1+YwN3VMilKkbBO0g5rVqqzzfB7+RWOc/czXtmGKNyKSu8qLQ2lGL4XycL1Q/1P/IADGPCzZdF2Yv+666y4xIi+4YDOuv/56XHTxZZidnZOvCArNok0cb69sp20BEetGTCoQs884LynHyKJFfWN8fFwYTsjIws9/9rP78eCDDwryPzq6Qjzy1UpNvNSUcz3ZLFhDwzJNjB06DLfVQsKxpS4EjWl67fk5/7g2RLoAV2y+Pps9v0sdgr1MMIMgBNdR6lMEdCiOme/WajUEWKAsJpkE9QGOSQKKLxqBPlnrih7fXRTYKKy4V61UhMuVVHXkK9U1Uyr4uUEIKtMsmWuaGpIJW26Qiylv+KXkgpYJ2V3dQz8UJZlsEexs7huNFr7+9W+iXq9KSMbll1+O7992O77yla+IlfzRj/42BkcGQf5Iskps3rJVEDomiqXTGTnfmjVrRFnmsyxfvlw6J/BZrTCQAgYsuSsd2LVqeDtn8z4imJdAg66iS4SQCBg7OptOoRP4CNqBIDmM6xaxwMWHArpLNH+yfuQxDkpa5BLu2I155PEICXPslBg9NB52PbdXFHZa+CtXrRVe71u/e7skTP7u7/w75Ar9+MLff1n4sLdcfJkoq3SlUU6R5H756DIphcy4ztFlS6TUtcb6xHLHXDr4lDJ6xUykgsf35ME9l03OxZCDGK/B8yoFUpWOXUD2OE4YigSNEClvQ/xWcsnobvjmuOU8+oCzUJRV8vIqT4PrtrBsGY2PNvSwBfLykt5wsDcpBWUcM8SFG9dg34H9ePi+n0I3LFxxxZUY6evBk08+jrHxikzwVUsK+PmR/RgdKSC29Xz88vHtMq62br4Q1UIC+3b/EqtG+7oJbLy74+5Q3pshkfSoyEoUvxt9j5zXgfS/zmqdOiviWYJk0cilIj5VdZFOpGFoScCJI5nrR8wsk9sIJkwENA4IXbMWOis1ivJOIFbxrUtZVBlnBIxlFAvrRnF2RqqDxS0Tt37n21LqnYbnW97wRiwbHsRTT+zAjscewzvf915kezKoN2v4wY9+KFSJg0P90ke9vT2S3JpOpzCIDlrtGrg4Dg32wSUKpjP8RLmRz2X88DeCxovCx7aLWEbUaCICrdEIZPVPHVKUMsYy27qJuGMg5pKmiV4of34hoPEQLQo8PxULMXy7N0i5RO8WjfH+QkHQZzIDcZ7cf/fdeOCeewQBumrbNnzg5vfhe9+7FT9/6EEMjwxh7eo1eM+7343/4zOfxcBAH9aftwamFsOSJcMyRCknaOASrWbS1ZKRITGKlbUYk2RrLlGcbrxH9pjbJg1nNNjPrhUZqsE+p0eEJoyaHZRPNEQUD3tPLiP0ljyz1mVJkoWyG9MayaGzu/Kvz7fDsAOv5cNwNBiaATtl4P77HkKqvxcb169BrVZG0kqgE9KgN0QS8pmpqNDoS+otrBwALK8IK1aXYmB6p4HlvTbyRhsjeQdafxoPPrIbKM9gadrGaDaOS88bxVPb70Wx5aNgAnrtCM4fTuKCJSmUDwJP3XsbynUfN737JvzzLbux5+d3YuvKAi5YPyJx9E/ufVzG83WXb8G+fXuwblkf1i/JY/tjj2NJzsCq5X144vEdmN7zFJKOhpzpw7F0xOGhVZpDNpVAKpdGpd5C0Anh+WTaCOFritc85PrIxDR2lQwvxdqjiXeIooTjj3KKHspTb9Q9uFmWKXlYnDdXX301/uqv/gqpbA6mnUSRRTz6+9FX6Jk/V71OOrvEIqDk1Nf4//MnrXZHdCXOSc9rS3TB1NQU7rjjDtHfNm1Yj4svvQx3/vCH+Oa3v4N6pYqPfexjYE7KP3/j6xhZOixgI4uNkZKT1R8JPq5du1YUb44B9g1ZOVi9mLpAqC+ACqLLiGZwdnrTiRoD13iei7Sa6pxqDZQxEPiwY57oT6Q0Fn2AQIj2EtPYcaKn0mk88/TT+NH3f4hLLrkEd999tzR4KpmB3wmR6cljzbrzMDw8JFOCg1ESBnSGeJAs/aXdWm4LmmFB00yp4mRoJvoLA7jqyn5svehSFaxus6qXjUa9hje+8Y1YvmwUvutLDO/Q8BL85//ylyhVyvKeyZEcDCS0L/T347rrrhP+QioKV11xJeKppCyK7bYnFaGI7MmsPRvX8byLmW2jxEdURUcGBqnJukoJjQFBeIKmIGGdgEtWVydl2dQz2NSirtyH/DpRE6I/LFQRdAy8/k1vx6u2vVYMIxoKnEzpZAqDS1fLJMrncqi7Lpat2YD/+BefETSTFmomo6oxxlMJ2IaFm256B/I9BVEY3v8b75MSoUa3hDEVFW5UcdUWTZ1o3z18Fjs+PSN+eVZxHwtNGyN7A1ixDsxODCb3tE6ZoRnFvsi9qKC86G54Wd6JmnZUFqlhct+9PyY9JFOIZxKwwhguuPhypJNpxIImNL8GVohbt2IEHrvTrWHNsn4UMo5kiJOGLZWxoeWS6Hv1ZdL2bH+ymVz4gRtQr9aweqSAC1aPIhbTJfY5yJq46pLz0azPISYoM5VFxvsqy1nR2HGQ8P4WliAKhwURotB1J5VGEDNRa3rw2gG1OnRiBtqhBj0/ikbMQCx0MFX3UZsqodIKhDrOtTRkzQz9YF3DQ5O2lC7SlPJEK89nNUuTKANAdpHhIfJhWxhYOYQPfuD9UgJYlCZNQ9pJ4NprrkbSiePGG98KT9PgBj5++yO/JUpFwlGlrhlGNbpkqSDodB3Sq2A7cTnvkuFB9PQoA5cKJDcRilQMaSydxV6ajs/C+SCJTqotOQ4ojF23IWBBELgIyTzgsWwyWbyagNeSMDaddGSikCrFNHotNyblqxWyw8WfyjMVasoNKX7ie+jN53HTDTfIXOO48L1AvFz8/kf/7Uek2ABRZNdrgfGxS5YMYu15a3Bk7CgsJ4MVK1Yh08NSzRrI1kGaO86Im254K4J2Q9pDQls4vqPxLDcXwnkRPLlsazX/VDiVwhZlJkpcOlWjwwf3IZmIozhTRn+vCnEgLRntWa4vp6xUGzXer/netEiFiskX+gAAIABJREFUZaHSKiPlJNFqevjCF76AX+zfg3e886340z/4XcnWjrGMpQ60xfNQFeUylUogbRXgrB9A1iEap8G0Neimjg2rVyAeTyFw61i7YgQrlw6DYSG+18Hk4b246PzzsHxJP7KDfdh/cB+WDOSwqncrmtUJvPnVW6RwCWsxzJQm8MmPvQf1WlN5fto1vP/G18JrNVEszgjA9ZbXX4fJiWnMTRzGpZvXgxS09EK9dtulEoqTSdpIx220ayUQWW91Y2Wr9QBmPImYkZA6EUwMmw/51GwJuaKRLjLqJMnwMvcWC+BT9PXM9DRScQff+973pEgKazI88sgj8MIO6k0PTjIlc4oVktmm9UZLci9OcbpXDi9qAceOISZFmwLRc7Zs2YLzzr9QdDdSFLKE+pLBASmQR6+iyC4vwOq16/Hvf/+T8Pw2kqmUhJhSWebGsurnb7wAQ0NDYE2ICzZcINzchu2IZ5hyrcMaISzc5fuKIeOc9CfG26tVe15qU6505T/XQSrzMXoO9RB+4Eo4EYec8sILQ/mi1ngJXrIiEgU9lTDGtJATmATYcScp3IGNtju/eESXX1jOoyMv3T5O676L0bEzOPEZosEMYfLGVht1dFzlugz8EIVCH8YnJ5FN5TA4NIJqo4JKg+WEezEwNIyJiQnpdCrlM7NzyPbkZNAwBIQUfhwkErcYqOheZqKqDhMsVVAsiWKWeByVUHHq9ye2i0pW4vn4RwHDmEgWjdBIe2YZgvaKkiTII5HUbhDTiada9J6uisV9Qj1SFnlS9MFEoxVDM7BQKrUxMjIig+7oLEtv9kg4R7lOF4iGgYEVMhZmGi0UBpZD00LEzRaCsI1Gy0VPvgDPD9FsuzJ5Jsanuugyr/98ScnF3GeFqud/tOjuT/3S6LhIBA1wT0GtlHS2If+IQBMhdiXmSWJq5y+kUA91WWJnbGuyhCg9UV2Rgp+JK21opgHb66DUBmZdwA11WL0sYuAj7lWQtTrQ3SqSmod4Mo2JqWnY2SwGMnG0WjVkcinUa2XhMM4QUeEFiWjqHfilMvR2C9lMHuXyhMT05uw4OpaB2twkTJ2ouVDSK0OBaB87k+VWocHXlDIsY+IEI4BtPldtIKWbqLYCPLv7EI5MzsiCxzL3jHmudAK03Q7yVgFBLIFZYxwH2x4+97dfQjMEnECDEfJPqeltuqKFMlCTsAebxU5YktVy4HeUAv3www9jZq6KdC6vUDfNEK8QyxQzFKpX4ihdZHJZzDZaQqNFei7OXYnFdBwJUaCsYZKQacfFuGs027JoOnHSLgaClpAvmhvRUNpIZ7uPDC9dGEsWzDuVeKnBcOKI6aYor2QnoQKdSujiHrf0Dmoz4xLrq8bMgmcnek95kUqlxCVKNJoKNOUT598D9z2IvUeKkghLYc/PGX7GsUieeXrCmAVPhJ6IZU8+Kwk59Kjdfc9dMA0mgrJaoyFyiYqPk0hIW9Pd6pBLmpUOu7OfCuviP95j5FWJ7vds9pLD0D13lCC8gOgHMi8TZgcTRw7gc5/7HFJxS7hiuZa4virQxf5+OW+BB8RZjMSrSPJnuxJg+/bt2HtwH57b/Qy+8Ln/hk/93ifxoQ9+FNneHmUkJhJiILFEuxPXkEr3oeWqVT8IOK/oDEoJKEAecNKotlptFPoGBJRIppNothliCEyP7cXywRya5UkBWgYyNuLxDnY9+yxWrlqDTqOIVlFHebaEwcFBVN0qGsVjYuCsXjqAqbmquOkJiHWakKI8LMYyNNAvBVToYWUyGRXsdquGwf4CjFQeZtyB32yi4XPOaBA2V+akkH+XCc1BDK0ghkTMlDEq9qWwHzCnguOQGHQXnHiBAcB1l8HWLORG4Ibe4meeeQblWh29fazuGpc1K5NmzsbCRi/4y91AW3ial+YVe4CKJWUKc8FgpERGESBklIHJPJ16TShcPT9A38AApiZnUGu6IF0xPZo0ZMiaRFnHvgo6Ggbi7Au6pmMo9PbKzbcJtOgmgtCXHJmA4Rai5ryQnnTyz8V7L8qMknAqe0zhZEqxDiQWvtPuwI6FgkBbpiF5OB2JxX+JS3lTyNNauPSyy7B18xYYloViUSmoJO6fq5Rx3sgSUazpyqKLjg0i6AKRFJ/lZBkk+tJtbbrRDcZjGrBNR9zRSScpjAyC8jmOWEhzpaJ0VUzXZUFjIiQXKI9RgyHjT+ck6YZxnYyjJkJEdysVZy5GXhDMI0dMkOQxGhbcL2yRMnume/6SdGsqc32xv0kphKS18kR4dJiUwYSj0FBf48BhyAcTVE6zccEUWK6rwFL36npP4bXq0BuzSOoONqxcjtnZIlrlCVhMRNJ0JPUYZsaPolDoRTKbwpGxXcLoubK/F/X6jMT+OlpHiokwmas2OysJA2kHmDu4C31UBhbz53ZdNbwHjpOoitnxqNhpHuaEj4zQRUJrCIsEFSFFkxeTxYGLOyN1O62Gevwo/IFKtKZFgFzX9CLir0Jj5pdzeaHBSfWoXxLGTvSgFvJ5DXQCm3ASND2HjJPDrOuj0qyiP9MDL6mhCioLNBAcuJ24uFoNIw4n0y+x5CwEkknFods26gHJ5dMIUwn4ho12wLkEtGNx6Ab7j3GmFDYKH+fNax0+HRVojh+lOLJ5VFhMROEXg5aOo2klcWRsCg8d2YlHH3dR9l34KEEcahpEUU5jVvT6aQCMWL396efgVmvSfUYARjyLqsR8JPKui3DkrYV01QOmFRcFOt07gLmpGezedwhoMEZYmPpZlYFB41KKWzq/1VajIJ4E7DhQY8l3JjIwYSgAXCYfhWqw8r3B8uL8Cce7Bvi+Cl8Sa6LbLuoMZ/c/QmS7FS2VPsgn6v6pocEA96523oIEgLaq0C0Nd3znmxKGwYvKXFu0j26ESjE9SdxElnieMAZMTs4C9z4KWAkFibSiqqa8NoB0FmhU1XPSIPRcWl0UCuoYvV8sNc8cBFb4YlXULnWo3tODYK4I6Gw3gXvVyiJyY5E5LfLrXNuPBnz3XFJQg0m57CTKJhVfjYBIfRMP/+wuYWPxvbaglFT8CQgwxjXy+6iHfnn9Z4VSFuoS+hYO9Y4l4yDek0WzWsSxEvD5z38ec7Mt/JuPfBRDy4cEjCIylkzlUGu4SNgF+EIjZspEY/VNGhk0iPwWPYL0filjM3B92AnmTdRh2CacbA/GpqZR6MlILH2p0UTdCzC4dBRzjSaWrFyNetOFEU+j0vSQHxhEo1ZD6DZxeHwaTroXbbcBJ2bCdNICPJFDvO35MO0EJouz6OstIDswjND30fJ9VBtllD3y49swCOpwbnIYcGwyIZpGvZaAZrUlwTuM6WIU8CvKS8E+Vtz6L9TbzDmKJxgCEwjbF9djhpCymAdhBSLQpWpNwkhZh4L6CqsrUgF8KcNHX+i+Xy6fM/RWES4kxHNV83QZv0yKN4xQMQK1m4gFHZi6iblSRYCqWkMBigTPmIwnMW4S1848DwKWkBwPFqHj+cWQ57hmUjqZpxgfT6cM0WhZebpjQhou0mlOv2c4GgETLgySUN9l3FI4maZEU8hwEZcrpWKHkRA7tW5xDTkzH/5Z9qaowV2XJCF7W9elCtDOZ57Bpz/9aeWCDoDe/j5MTM+gp9CLJSODchUmETLWkZaLTKyzvPbZft0yLAlFoJ5JV/ixY8dgPfssSg1XWAGYyGGYJtzAhWNZErzORcxv+4Kgd3SyHziolmtC/UTLuPlkXaypXhZKabVlwnLi0qAIQpUQFCXBROvH2d43vy8d3XVtKeVILWTRAOA7ictkMo7uC+dw1hpWqjAXfi6ML7BxUWfmKcdZQJoyxleLa9pFbeIwwlQM5Zlx/PIxW5KPTJMIBgs7xDBVLSORSOEYk44CSJY/w2PKhzQcPTqORNeQoELFvuai0HDiMinopfB6epSbetE9sr34fNJucv9EMGQWLPrWmb1Uv+IE1OBp5JdmKxLtZmoBX4VoNcpSepauJCpFZKWgzRHFSlENVQu4qdp18aVjQJ1Jm7pBHQDjpRZ2H60jEZZQ81swzATQ8oXnmEl5jaaNZDlAEEuJq5wFVbhQ2LaOMMxLu5i1GGo1xoxb6Mk5wlLgBxb0oocgNCVDvd32hSOTi1hMKDeomNAK7yqufL6wO/VjqpDKQoAOlS9Sl1GJNuB3WtAcHbV2Fo2l2zCcbWLESsBJZcEIq5juolmaQ8I10Qk1dBhX2JfHmz7wXsSTcTAwwA5CmIz15bjRIUo7EXAKL1bDY8nplhui1myJ4fqX//tnsWrDBkxMFpHvLUguAnuERms67sj4i1s2qvUGmh4kDIxMAEw8CT1XhO3gQJ8kfBCxbrptUSIMUxUcIdJNwUt0qd1oPr/fFvfhaV5z/CjjbYHDli3MTRZ6zjHdlhhPziMnbiBwq0Jn2KjNSiz3+9777nkdsvvTeUWa74nK0OCOlGvKUyLtTCL79ndux2zVh2El5ZmZT0LZSUSZ1eQYWyoGuk5lSnn6SH1GelAq5D3ZPLyWh1ajLagRFyka9Tw3UW8mpKbjDN9ZiJGP7kPdayiIaHTfZ79XCc0cF2TEIVUl240bkxIZB+2YHUwfO4z/8Mk/QDJhgZ1POdpkxTuvjaQUbnhhOXb29/b/zi9CP4aW20SmL4W47eDo/kkpNPbA44+CmcUfuvkd+B9u/jCuvuaNYgBWWi0ZE1w/ntm5Bx23IXUI+J6KBcc1x4x4Njsd6UvOffbn0YljyKUZUqVJhVg3DKXNWS34WKOGamkW/fkekeMcC6aVQP0QFU1Dfu+6FWhH5uA1G4ibDIky0Z4el/UTUxUBiPr6+jDFCr6+L2OKINThqf0SXsLr0q1PT0lI36Whwa2VJEHMcztS5jnQWRlURydIYOdkGxsvI21pJKs4ThgHrlBrNU5O308cy9wIaDnJJFK2jW/ecgv++I//GMNLl0EzHEGgOa+YTEgOaG5sS3qpXmoqXbnYy/gfc0rYnwcP7ccTTzyBmaondSBo4Iri63qSCNyoVGVscpz25vvgBSH27NsP32/JekrwkvPZso4I6MhzcmPiIA0ejif+luObfcM/ji0W43sxBrRSoJX3kbKR63q08aVJ1bnVQk/CkGT2Vr2GWF9SAY+xXwUCHekuiy4sN0AFutORBEImYHktV4Q2A8y/9a1vYd2GjVJON8YiALYuVQgp7JlEyFOSyJyC8pQDOIqJOvG60dOfwV79VCGxTK5jh5A7l8gxy6TShWnrpLmZFdeC22qASHmlVAVdVi4XnFaACguJMJ7WdkSIGGZclfSu1qGzpHC1JgsTYwvpgpgjMgeCPkkERIXPdRNlUpbxBXSR55K2UR3DBDTGMbqeYi0Qui35KASYABRfjIDLyrVwN0QmZVFTC1Qs9OfR506jjObEHkzMPI6C3RHlxgZdHklxk/EkaceWNtW63oSRfA5zB+ZEUV4yMoK5sRrasJVFSvdNLgsi/XQ7DwwMYHLXpCjgCzfEqaIUPD4ClVxm8VMD0UQ5VEcVnLH4V89/TQWc9G8ui6hoVKIp1LsjQhZ0Vagl1igKMqOZVBDJyqGUd5ne8nXFDKAmcTdBk5frjkszslEdwMj2w89pCG0fbsuAmR0EKeZKtaYsUGnDksTagGwOzDCW8AINNY+VsZiFz4Q3DfFhGzEvxFSzCqfARdJAjbHJvGjMRItFANIpeF5LrHQpNc0bl00g4G7sFwE/T+Ki6cXgxvPzm1QMiVn7HQ1+h6VaHYysiWMIOlqsFErrXSfPdRmjjo0sTNTKVbS1DmaaFWy98CIw296hEkf0VZBeAg0xOTf7kT0pHng/QEdXBgzV+ek/msPF+X6kewbFtZvrNaDrFMi2zE+iuczAztOYMx3MzMyit39IEk2ERstXTBKJRBqpXJ8oEew7lrb2/QBRcQWGQiSGVZKRapuz+88hF40ZCeHg6Owm8lK0dkQppHuaTwWRbW5jFlroot1IYdnoCDZuuEDGMWVdtC1+zWNc/LlwcFHha1GKAXzvjh8jm+8BUXuC7TS4qDxTyWV7URml4R4gEK9Yca4oSk3TbSLVo2hDHd2RqnBcoHhdot1N0tk1W7jwotHuXFZjh5+zzxbfH18rD1jkCTvzvbSexkqpHG8qpIhtxo0pppzbJlyMHTqASy7bKusJZTTbYtFojprtZbknsECniAeGWbSwfHiFFNl6Q38v/v3vfwKXb94AJvDSEDSdBBLdpDiCDfQcMe6ZCb0+E3U9H4ZJo4ZexxCmpQs6bFsGpqeOwtJCNOpz0sekzevoFjp6Cq2mi5bO6nFJHD3GkvekkI2hXmsgkcwKyl+cLcOJW6iVShjoz6NZLkkOE8dap0MDNSbFjqplXZJzM+m00LbGrTiajRpYVY5dSwONpZ+brgfHiMEKWuiQItGns0pHwHMxN8cnSuEqz5kk6apy3kwipAKtxokytk7X8YyXr9dq8kxusyn3SXBm48aN+Nat35XQsWKpip5cGlyKJTk67MA2adhHo+x0V3jlM/Z9tVYTZVYzdOlf1wcYukn8hgYd0f5UIiVtOjYxiUwuh0arJcmdjAIIOp4YLE2vocACymnLgk/AKmCSqapM2wk8+ZwykLLQkLohC7LzbHsjwqgZvkEyAu5FleD6RMFEb3MQguG7CjzojjkKXDEtz/aKJ/n+PIp6muewEnFJFnzNddfh4OHDGBgaURM/bKBvIC83SA5IJo3xNFQYFmhk1OKuLv3Ck+Ykt3iKQ0z0ouIRSKZ8wjGxes1ybL5kC2YbnpQxpUVC2qtqtYIUYyfdltDrtOttWEyuspKotFxZ3MgewQWccTxCn0P03TBlAHHRYjYpUTRG3NDi5WLFQXDuWwchg5tBcvkuKsuTiQJNNz3faDBIFeU1cGz/LySOUEI3hIHDUN+dd0N370SUqa4i1UXTONAYgyrMHR0fBb2FDb0xXNWfRCaYRYyxah0dvleDPkh0MYRlq2xxieGslBCG0zD7yOphwrZL8EIdc9Um8oVBNJoVaKhAH9IlQTOfa6KY9hF3Anh0/5gW6q0maHAZFt1EXEgNhN3mk5gl3jefXdDW41s1sjSjo5wqzMtp677wVhMiJw0Zq/bxHE09jrLRi6mDLgyNCQRsYA0GBzs9z2x2atEaYdgFlZ3ImYxQmQsatRpR2KptwMr2Y2Tba9HRNPSkelCuuaAC02c5ygCx4+i3bUwXi1Ixj/G7UVwY75uCv1Dox+TkODKZnMSBJRKWIJL5BJF7VvKkFe+goykWG3GPySjoKkGyY5iKaomQz9NVnnmEx7kwy0Zluqskqvhwhc5HSqMSNAyxDpDkYu63oGs+fviD76CXnLBcxCPmEslgpG9KZnc3fpFCy1c5QjRaiLgCWLpiDS6+7Go0faDtx+DE02CuBA2LRCIhaARzK8jvSk/HKk0TWjrSUJK1gws20WV6jGTeCoe7q0qnDy/B0fFjgmqssSxhzek+7Vnv2E6CmAq3NhF+Lu6qYRkAxM+4cCjjx4PFxvXqcLQQYwefk3nLc1DiLVZKT7yRCEXjcSrRPB8VXs2K46LLX4uOmZSFyUkkBXggYkM+YCoPlDNMXObWbBMAIGJtCBWcLFBtKv0a7C5VJ5UnbkSoyYMvYV9yhON/QQ5z2PD56D3iOBDDS+adKnsbvedgIrITvV+850TSpaw5z6VCinjOyDA2Om2YYQt7d+8WwjwayVSe+TuJPuvGr0e393Ld07ZlnknCScBtBcIQEZo64gldFEwa0oadkKWKo4vel0K+F+evW4NObQppMrowLliSuVShEfaPy/DEWEeoLtvNBnRSwzI+2mG+ig47mUWxpiGTH0CrNicMNYULzpPyypTZDGmL6ZZ4cDjPcrkMqqWSUHEOrF0nCjLJ5CJUsFmvC4rOdZtyy1pBDwdDOUYELKMGTdYLGrJcl8h+xNwPR8apCuHwY66EU/pBHGG6DafTgMng6iApnkYNUZgSByDDOBaMqVP1P5V2silQ6eJ9veENb8Cdd94pTBBce2iUzc5VkO/JSFwugQomSr+yvXALUCK0PQ8bzr8AmzZvloI8MYvhN0kBYGwa8qScnAcRUqjUGVaTknUrlXZQqZTnWcvYF5TxRK9ZeZB9pnRBRd3IGHYCkQQ/OEYZXrFYLp14x6eTq1znWcOAWwQgza9p9FKGgEkQMXARj4VSKVh0joDzVRc94UWPEllrowV38d13ES9yMBLxIY0dKw/+9d/8Nb74xS9KfJbNBAPTxJe+/BXcdNOb5dcMLCcfNCdhvVGXDOzFp/3VvqaLleqOSviiTiRCw7Rgxk046RyKczMoNWpYMjyMI4cOIu7YGBwcxkwwLQZAqTRHDRuWYaMnlZdKhHXGY5KMPU7ru0GYAFs3r8ZjT+4WxCBfyMuCSYWQSikX0UhxOdu9LOBRLjv7QRRIUadVmEEXMWWMdwhVYU80FikCwsEj6p7SAOcXSE6LBad+1OYUyirw3oMVthEPmkjEfMT9qpDo0xhwGL4RMO5bR6U8IywWnaCMBJMm9RgsIqksJEGFuWPgvL4RHB57DgOFLAK/JYlxLb+G1tExjBb60WpOq3i0TgqFFF05DZlwbtBCOp2VZBN55u5NRkNRkPboxheecpG7PJS4J6/Dimpk2VCGRiJoSYxI3aAiocGi8BaTR/WTIW3Eq0R/qumUaqHw8YUjRDJopCjjhgph0yogtJNohhriAzn4gSZsCKOja0HqtqDeQW5wJfYVifj0IjvYgwNjh0VBWrlyAw6OHUMyvwSuKN01FOs09IYQcxxMzkzDtlMwOqbE/9YaNaTTOWkFVd1rwcgSBYgKoDTYgmK0qMle8KVSF8kL7aNDSjh0QDyXx6nm0MhR+iQtjuh08y/kI4YDqfTZ6HOFfjORiGhQqdbC0t4RtBpFDAwuFe/QVKUqBgaVPIYmpBNJZHoHUCnPoV5RoVRkvAj0jsR+0sPQ6oTI9Q1jYq6KRLYAn8qGacNllchz3Nh2fFbO2YDIGJNaugg0DQ4aGkQ1qBzJGNP4Hc5BYsL0TYgWuqhtzu5GeP1qo41UX594stqdmHgHvKaPltdBnMp2wsZstSahHW4ImTMBKf1aJbjtALl0L8bHjqG/PwUjYUk8LBewvsFhSQ5jVUO1nTBGpBs1hJESG3XrCXsacrKdcFyNB8W7ys/F4OB3OkqB5tyjMUJfB9F8JZHUqdT/6H668mvxRy+j14scD3LXLFsfMESQdFld3ns1hxYeSqG+5GwOEbd1GEFTDHB6oixNRzaTEm54MiSYui7KsUOuUK+jOL9jKaSNDmuwIp4lwlyGrXnw6jUU544hYxrIWaxwOCdJsO1mTdzu00d2S72G4cE+HNr7C1gsNuYkoesOynMVLB0ZkvwMUsLyN4bOwhgBTOZf6J4wKGiowwt8UVqZq2ARNKMM5mCWueOCRr3RYdyzMgbUcb8rrLr9LoKLAybCEBfa58RXhb4+lIszyOZycl3S0H7vtu/jR3f+FM12IHR2XLtYp4JUdiZR6zqV7viJp3rl/aIWiGYgQ8Vo0NO4T6YdhLot3g16MEKGFhGU8QNRfA+NHRHvPENxrLgjeXBMjCb4SCagUnFWkOzSVA2ZTFYUaRpAc6WSvCbwS0ANhin1Gxh2Oa/DLLq36KUCbKJ3J+wlNFXJD3WerqzqnlGGGPUj8XLzt3wdyRsqDXrkXz7hxC/2bTdbm6eJ0JN0JiOVCOu1ulgeVH6qtQaa7Tb6BoYwN8fKV46U8macqR94SCaoxETd9GJv6vm/F+UzpnhtRXnWHPiag2bHQLXVRgN1JHr6YXV8HJ4uoXfJCiRMG4898yxWrVglND6F3oygOqXiMSCRQMzzxJVMsLbj1ZG0GAri4Cd3/BSXX3EZJqeL6Lh1xA0TpXJVst4lLEAUDrWWnul7UsiRXkzQwYW+V8gQB1ZHuVNDjbHLAdqajbaELQCWxiIlXV7j5zfNGR3hJCg2PYR6Cm7MhpUxMF7iwtxBoZCDl3BUeAFjeVmdsNWCHmgqpomJbZqOqXqImJ1FaKdRrNRBWqdC31LE6g1M1ZpIJ3okEW62VkVYZ+yngWxPAZ7XFIYU01KKrij3i+5ahXQ8XzeJ1nMKXkFfiRqKYaAsylAwUCo/VG9UG6pdR9A2FpURPlopTXQ64c2JRmhOfYeABrOHuaC5sRgOHjiI9Rs2CS8m+XbnijNwHMZR66ixQEbckZLy05MTgiBlMz2Ym52BY5lgIhUL/WhaRxZLus+oSJIWkF4NMsHQTTo8PDwfTsN74UyKpn+kwLDJIrV/UfOd4ctIK1JfZzNSUZS1kOOZHx//lePOy4AAlS+h7mthpit3GfnHmflPJJ6FWY4dGxNEde3q1fKMdGfH4oxSg7CUxG0DHUsXL1GSVUS7lfs47ohkECmjB4gILduPXK8McTrnjQ8s3puFOz/tuUT4Rg3CMTbfG6f92ek+NG0LTiKO0sSUPBefjRtlg2WbYnCwOAFRm4NHDkoozfixo1i3lhzDDVTLcxgZHpJ2ZduMLlsqDB70dvA3gsbJGU9yr2qFUSj8KW5SuNZP8ZkakSoERMYO20M47Nn/p/hRdFgM2ZPcU/T5y3RPcWHFmJfDqUP5zIX6+OeMFGhxKYcavFaATDInsaQs/kWUnzk6DLkIAw3tFhDPpQQ8CEIDQWhBNxw0G0zgmpG+p4Kds3Rh3kz2pjE3NoZ0KoGY1hID2fJqWD06iKP796ByrIYlvWmha52tu9B8VZW23axLzQEqTalEUoEVXMvbja4YaAPtbkKxKNW0QDlClIFJWcDX6j3XNuaDqDEhVV8pU8RfQ9ki7r8X7OVatSpUutl8HgzhYBz0H/3RH+HjH/+4eDNZ4VUzLVGsyRvPYTc1VcRQv2J+eMELvPKFee8ZxyM977V2HbnCkBxPJOKYmZxCjt56z8WS4SHYliOeOTIFpS0bCd3AVKUoBmHGiaPNpD3mfhgGjhw+JCQTvdmcINNc66olVRQRu6dCAAAgAElEQVRHs7uVc0+zyJxWgZbxtLgD6S0jCMJjlE4M6FBhUtxH43RhXXuJCqlEt8QGpfvp9ttuwxe+8EV86EMfwmc/839KLEmxOIdUOot4Mok/+4//Cdddd7WESRKBNoyYlDiOzvNS7dkQghJFDclEMd1As+Xi8LFxMGFj+YoVsFMJ5Av9KM7OouiXUBhegpjhwLIdVEpzyOfSiNsmLLozLRMGYTXGUzcbQivmasBFF20RtyhdqEzysqyOxGWJEOx2Du+GnXSme36zw/hUkuzLxm5WwojKs3R0N6Y1iDEZg0wThrhDWQ7VeJH2E8/fPziMZx74MbZvP4wVKxyJnSz05XG+5Qjq1agzs5mxlb3wNEX0DzsNz6ujUWWZ5gLG54q47+eP4ry1qyQ2olhzMVAYgJ5M4si0ij83EzlYho5WsyY0d3x2unYUxBnFLS0grGFXU15QmBdaqNtYsuNiI1oe25ETp0PaJO6VC14YI0QpZN/o6NCvI4wdRM9e2H3IcUBFKfII8p7ddhPPPPUEenoLyDC7vVJGPBFXsfdcfIS2TNFGSQawFkOrTcOzJLHhVGoYp28bNug2TaeS8p5u2olqDYl0SpRFusBovC3eIm9HNM74NOrBqdjxyc98r+ZPt/k45EU3VIohz6vaVhq1ewv8ApFFfmdhUwunei+nIFMJE5yCAP/wpb/H2975Hin4kekvoFqtozgzhU7oS6hGyBLZhopTYyImVXJTvErkoq3IGCELQb6QFsOdCibjJ2nY1+nWXriNs36lnlc9N0cRvYFEm7lRriiBSyNKKQVRe3E8qPY/60s+7wcsbsOkwmeeeQoDA0NYsWKFMpx9T9BGJv1yXLCa45Klw2B2/EBvHqXZWRkzcSuFWTHM4hInTRc30Tgqz41uQuHzLiqCZaG/n/f5GR6I2kMZ+qrd5KcyJxWp1OmNDDUXz/ByL4+vsbIqRbpMBE4iCh916/Ky+5rrBsdbuVLDj+94COm0Ipwh0HzxxRdgdHSphOnQS2MlM6i21Yxz7CRaAZMzbVQIWBgOfvbA47j4wpWYmZ7A1k0bcfTIMcl96cn2YYLVeGHi2GwZu+7fjje/5XWYmzgKPZ7G1OQ0rGQeQajJOjA1NY2efB6GFZO1jVXoKJtYmMe2NKkcytArx9IkGZ0GLaku1XzgY3Lt4rpF5aULYsjcUY5yaZMuICEVY88Af2YdirEjRzA80I+/+Iu/kLAA1qMgLSJzlpi8bMUTcnz/vt3S0ANd5fkVJo4XnjIcVQQnovyMw4encHRqFhdfnhFFuVauoNDbI7oRqyKPHR0DPQKNVluMrNB14dUqyKcT8AMfmUQWxWID2QQT5NsYGRgQoG16qih5AJTfVMa5jtKDT49NxELG8cH1fvGekYOL3x//OeUwDfho6aPHVCnRfC6dr+kkjBBNmY7RxKS8eokLqbD5Z4tFiTnq7x8QAf2Hf/iHYpkwlpOUJoyfYSXCVstHPG5AF2XBBSu+mMJ88MKdeK7foKXBGDFlbbARmcbAWDIflVIRRyansW3bFai1mkLdwyINXpv3GRdlmMwRuh1Dg7Xbhf7Jl4WHyg0XBSeZldjNcrmGpBdDs91CJp8XXkRmHdsJewHh4aJBVOUs9oxd1ENVGUe1gVqEuDAJxVtX2HJUcahEG18pcRodObc945xJno9mCRdvTIJE9BPj49jx2B7o5zE7XIcRN1AqVeCiI6gqmQKYVMnSzPlsDofHipirNFGquRgcXS0Z4NlsGqS5addayBaGsPfAQYwfOYzLL94qk67dZDx1CzlSrBFeWbTNL8Pdxz0RmV78XiH35MJVrpmYKNGKVzqK+VWnZmvxj5NHtVzY5fKbv96ie1j8knGJ5LWc19SY6RsEEmdYq5RRyGQQ+mrMsSw33eecsK1mHZMTxwRRZtxX2e1yY0+MC0c2E4O4zHD8shIdw4Zo7M2Wykhx0WIF0EUUiYsVNiUwBOKSW2WM6tmMu/lxSuHCpovWeO55TBa9aN+lz2N/UANYtJ2u7Rj+wRjqsSOHBAljEklptoi4kxAkn/zmROnDQCmKTHpi0pTbbCFk8rIZB+cr8xEqtYYkrpKhgvfG9mQyIXlx6R6U9lh0X7/Kl9I2XeOCI4cKtlIcF5TqF3M9Ll6VdhNHjhwSucRAWbYdx0fYCcQbxlK0I8ODaDXqSMTjmClOCbLPcuiObSKTTgobB0NgRHnOZITCi7+LtijuXd53jQTpUs6I47s1+onsu9PwuGPRG/Y/2yLa1HzkUTXH5o9HLxbtu2J70ZGX98sTkXolaRj7RQNsUSMtekymX9bcBnwDeOu7rhcPHzmk9xw9DCuXluQ5GkLJTBrFYlF4kOlpPXz4sKzFA6vXY9/hGew4Aqy7cgTLlm7E4VoJqcIauEEHu8sB9MQIfnLnXXj1a67F2m0rsHeOTAW9GBuvYdnwWnHRU+aPpPJwegYx1/LEoDPsJgo9fSi3GnDbIQZYrTSmS/gGFeeO70rY04JgVA8mSjRXKwEtOBJY+ZJt0JUtgkATzFCbzKlFbXLiS6LhS5YuFRn5gQ98AGNjY5JI+yd/8idSpCrb04c9+w9I4ibBO3q7KDPikmcTXeXEs77yPmoBhlQwcZkb17VquYyxw4ex9eLLoNsdJG0LldkissmEFFW5cNMGCeV1yOKiA04yLgXeyFOeSiSwd+dOjK5YLjKaXO9UtKmcJ+KOirWXKRGDHjOE4YzGDwEZygNKjuftu9k2zzve/f5iSTPf2zL4OAbVOFMGngLCRJPidJQ5+VKFcHRbly7UfG+vKFXnn3++8Cn/+Ed34cCBAxJjxMxh07axbPlKDA31dREcwLEtaYxqrSoWbNRZv/q9wp9Zec4PTMS8pooLMwBHZ8Swj8mxg8j25lFr1lDI5/HQz3fg8R07MLpkBd74puuFReCOH/0Ik8eY2JXB9de/QSbp3j2kaPHR2z8gHJ2HDh3BhvM34uLLLwMZHajgMMZTOoQDQJSQs9tTipDfl1XQun4HaSIxmNj5sY6yvkJfygUzmZCIm/qjYsNoyHMPg+eAY/GT/UEoSQBED5atXIV7HtiDWsvDIzvuFzqtLRdtRblRwVPPPCzJJNu2XYnBZC++f+fP4AU6jh4bF07Sw5NzIsDWb+zBY08/h1qlipXLV+HwgXEc3F3FyNIiVgzn4dhxhJ5KkiP7wWmTCE4YNJxsaoHWwHAMFV93IpK8EOuksFLGri6Iaj539MfTcz5FZz3hcqqyFnPH6I0lZMTEOpbEjgHJuC2ojMSPaQ4OjY3hZ/fcg2q9jn/z4Q8jl0tj4tgYfnznnWg3m7j08stx6cUX4++/9AV47bYYnpPjEyB1YLlSwevf9EakMzn5DVlsBoeH0SK373GbMqVkSRYvRVd55neoDZ/FPlKconGmS8hQ9xRqt6h1eEC1VNRe6ivdzOcuXSLHJmkTKQyYYJhOJ4XHPJ0ij/iYoMuUH48/9hhqtQpuft970ahVRakmuw+T3m6++X0oTk5i157dePLJJ3HFldtwbGJKim+wytj7bv4gRkb6cGx8cj7EbP52fwUvIqEcGSrKeGHbElVl+3dZBOYl9rlflE4Y5h0YXJAsQ9z4YdARBZjVUB984mn8/NFH8OEPfkjakrGgDzx4vyRQbd26FVsuvBh33PZTTE1MYsvWiyV8Y3KmKIbFda97HYaGRo5TctVIV+Ofdx2NgXN5Av6WdVFVOy2cgXJEeC/lkIzUhQ//v/aKY0D0Q5rDsiCoaXIGz0mPWCI/gDqTbZFAQMYlI4OWZuLAsZJUxmUxsCVLlmDfvqMYH98hHoprr3stdv1yJ776t99Ax4qjbQIT9Q72TuzHutUrMV2sSqW+bK4H+f4hPH24jeJPHsLKVcuxbvUKzBRn8ewzO7F8SQnrVi1HsxPHHT99RJLDNMvCb7z/fThw6BC+e9f9YrjF3AaseEZAk1CzwO+QHpayV5DkRbL1ZI+t5k93rHXXSTZbV1qd7Cfzx0jR16jXBRhjBcIVq1cLT/yXv/xlYQIhAk3GI67HV191BQYH+1Cvt0SBjsJP50/2yovjWoDtT2cfvYWeS8o/UwAgKqsEOLx2Cx3PR8Kx8dSTj+Gh+x+QNevaa6+VIljf/c53sO/ZXfLdj3zkt7Fj+0NoNdt44P6fYXhkRGKM5+bKcBIpvOa61yKT6wEjFyRZNZ6EY6lwNV6P20n3nFun+Fz9So2ixYb8vAHP9THKaWFYcteoW/zdMxmD6jpn87+b/EAFOvB9DA4NiSv54YcekjKlRID+5V/+RdzRO3bsUJX/urzoVZYMZQEF0qCl0mdz1bP+LkUWRU+s04Idc2GGTZh+HXbI5DgXKd3H0kJaENYeJ4bbv3UL6rPjePeNb4Tm1fHLx7bjwXvuhB60ceOb34ihvl7s3bUTP/7+7RgfO4jN56/DT35wOw7v34cb3vpm3PbdW3Fo316JfzZJBm7q0rm8DyYfncueWclarA2dVfP4hyYMNGF1WjA7bWGVYBazHbYl8Y/JfySuY4Y7F6kXszwxLGTvxCzqsSTKHQdFz8Lhso+WBcz6cdz3tI/0sg14bN8MHnz2GFZuvRbLt1yD+38xhnuePIi5MInNl10DT0ug1AgxNl3FgakS7t3+NEqegfUXXYV7HnkCvpnCsnX9GB5dBbejo94O4LJ6Ebm4uxOHk0T90Rpd+FNilsNc/UkrdxO8+FshSAcTXHguCvTFw6jrXIyxDLZyKkofyVeeP3V4JFKeImWRlhHBamWpk/TFExWKyYU6i8j4bQzSZdjx8Y1bvoq33fgWvOVNr8d//cv/jFajiq/f8lVcvHUzPvyhm/G9W7+FsSMH8ej2hzC6bESU+vvuvRvLRoaFv/W+u1WxCXIgDwz0iWBb/DTHv150/1zAzvVv0RPTlSZCptsOVIwou0R+Hdeux98J30WhTHwtxj3vJwwwfnRM+GJnp6eQyxJVq+C+n92F11yzDddsexVu+aevwG3V8a2v34KP/tvfxM3v/w383Rc/L9/7xte+ije9/g04emQM+/fuxWWXXCrI2913343nnntOFT7iGBBD9Oz3z3+KszvyYpRPdaVQnlNQ58BH4LpSIINUT7VKCffde4+Mtz//X/8TvvqP/4BquYTHtm/HymVL8fHf+gge2/6IlMp+7tmdkgBGz9uXv/R3WDo8JCW/v/a1rz3vgeb7szufzrXtot897wInOXCyoXP8PD3Jj14uh7qLO29X4jUXvZdHEJeOOqiAkYUH68RszFV06Ik05hpJtDoFNPwCam4e9z1yELuPuLCya/H9u3+JTnw5Lrzi7RibtXDnA3vx4/v34PJrb8Cl216HJw5DZOuzuw9iz/4juOveB/H6N92IdsfA+EwJpKt/1atfg+2PP41n9x7Czj0HcMM73oN9R6ew49mDeGL3GJ45WMLarVejHCTw+a/djvue3Ifcso0YrwY4Vg1QDi00YKPRMeDpltCHRg5wejIpVwlWzO+78pwSNZK5HDOU8fzeIum10CAneeV7ntQbsLu5AaViEUwi/NGPfoS9e/cK2EWvH+UBC6l4XiiFVMrl6omh5yc5+yuHODfZJ0T6Td2C3Y0nd0xLwAzCBbt37cTOZ57G//SJj6JRLWH7Q/fjh3d8D7PTk/h3v/NxXHrxVnzjlq/h0IH9UiF106aN+MmdP8Ljj+/Ahg3rsG/fHvziF78Qz0kUXkZvouXQo9j1gJ7D/tS9d/zoknApEUL8pyC1aJoe/81Tn/HUn/BM0dkWf0tWwYUDVKYZt8Kb+b3f+z1cdtlluPnmm3HeeedJEsPsbFWUuXRKld31hCB74fcvzasOwIpmUpYxBovwFxki3CZCtyUk9bVSEb3pBFr1Mg7s2YWZiWPYu2sXqqUidj71BF518RbkEraUm73zB7dhZvwwNqxZjsu3bsbqFaMYGejDa159BQYLWSxfOgDbIIVYG1roIWjUpViAEZLzlDRqZ7cnSRYT4QItQKCFig1BlBhyI6s/VZCAAocZzSQdolOMz0lVr4t4vIjGHegfgmk7+MEPD+Cee+/Dw9sfw7oNG7B81VrE08DKNRuRyhZwbLKI3QeOYNfeQ3hu/xgqdRcsnMZKQxvWnSdhCbRkOUCnZmawZs1aMbpuvPFtgpqw4IVPWkDLRMIy4Bi6uJ+57Cj+B6LIp/hjXHP0x+RAiXNWZYyV4ugrd03XZaOqEqlGkelCdJThPqJsyf9ufO/JG25BiT5eMTSF0sdH4HugkkPklIk6hw/tQ7VcxMz0OLY/fD+eefpxiROcLU7ibTe8CdNTx/DTn/wAe3bvRDppY3TZMC67ZAt6c1n09fbiqm2vwvp1azF+9IiELTDWjCEgvtvqFtJhK6m7ksVI5uvCe05gCsGz3dP7wU0xTyx+6m67zMuFBUS/+4nMdaUYkUd2/ovycaRcse1XLl8hiW75nqykdR49dBC7fvEMdj79FPbt2S1twypqr75qG7Y//AC+/tWvCEpdyKWxcf06rDtvjSReLh0ZxorRpRjoL4DJTiNDg5L5rRbnaJE+u70s5JFhxTHSNYRlzHQVc46vqO3Vs0ftdPwzR+1ytntBoFnNjZK8E4ixwbjToN3G4zsehRYG+KcvfxlmTEOpOINNG9ajOjuL++66S9qPxSwYTrVqxQox1FatXI4tF27C0ECfMvDlmTgru30tCo0aT6rtFr8+u/ZTBi/nVvfcVJCoHHVRHz5SdN2Tt8uLX75Oft5/naMnJjwpb9nJ74XrKTe6z7l2fvtbt+Lue+8TyrktWy7CwPAINm3eipElS7F73ywITB0Zn8T2x3bB62go11swnCTSuR5sWgXxSJDDlwUuCv19Emb4mte8Blu2bEEmm5OEd6LZhw6O4bz1F2BmroRtV12NPfsPI57sQU+hgN7BJVi+ZiNiZAKKZ3Hnzx5FfmApkj19iKez0CxHru2GMQSdjvg/ZQxIn9MjyrFAMEnNJZlfEqVK/nuODY4HtYbxtXp/8vaJjrIIGkG8erUqnt9cb694OdesWSPJhIVCAQztINpM5SzaGEb4ynZmLUAu8mg8uq4rRj37hrKFYXQP3H8fWs0m7rnrp7ImPfn4Dlx/7bUYXTKCO+64DQ8+8qB4JFiL44orLsfa81Zj1apVuHLbq7Bu4wbJwyfjSyaXgZN0JFOs2mQlaF+8VwQizvWP4yoyzM7kaU8EPc7dfx9djS114iYC8fgFgg3MRmG88y233CJVf97+9rdLDPRvffTjyOfTaDFz2DbEve0xdpQKJX3dL9nG6ldECInJ0p9ogQwpXAaYfNVyPaRSGQk3sUxHFvpNmzYhGU8hm+7BxvVr8egjd2Hy6CGsv+Y1uO7VV6BZb0om6uCG9dC9BuKaD6tD2jcPut9Gxtbh18qS7OSQDYCk92dsTx/fEEwKdLsV9NTiTaSU31HmWLRwsx0tzZDMa7p3JdmJODS/ewbNS1pMCfnlas033cQBk6OvXYHpV/HW1/aDyRk18s/qJvR2GWkNiMeaiMda6E+auHDNMkxMzeBVW87H4UOHEKItiH/GDLF3ZgxrlvfBb+o4+FwJ8ctbKCTzOLjvMDS3hZQeiGcg1mJ55wb0WAuaRQ5mR1Wqeh4kpRZXCkUKfsa6cqMRx1gtx05AJwe0x9KipBWT4F2JmGIsplQlFFeypowsmxONjcXZSk5siAEgYfrPa8OFAyx4wESWuK24dWk5MyY88F2kEnRz1ZFNJyX5srcni7WrV0lFrgvWr5Pjn/u7L+KDH/4QqBRv2XyBKKtMyiEJCBnySFlF1g5C3DnyirfqUvnQNm20XFV0IwohYJwlu2zB4g0F7VXRXRxBNLTObm/xOo2GDCXGtQVMPOvGXhskNpHR3W2PqI8Wmkf6hP0hxRPkHSRemfHg5WodjXoVOj1agQev3YBlxLB65SguOH89ZqYmceWlHwGZSn5wx214//vfh+H+fvz07rukhL1laAi8Fgq9WYkPZRY43YlEsclmQk+YQTaac9xUW6owoGiu8YF5XHh5mTxKmRL4iIWsEkjGDxOxgF4vVi4WU1bkCo2IaBFafDs8xs84bqON7SXH6Dch93zoC4UelehMKgFWZeTixdjm5cuWCdJ+/rrzsHbtanzzG99AoZCXubrr2V8iYZpibBHdpzuW7lGDHOKtJlKODYTMXlCqrCqjwj6NjACSzJzQmdFNdven/5R8zsKULcqTuo46P+O3+cfwJio3PI/nBdAZOCmzUO9SZ70IFpUT7vVf5S1tSzanDrS9NhKMJ+0Ac2UW91Cc3Kp6k/LMsB3oKud4iHXaSNgNJG3gve++Ro5TziUTdbRqB5CMZ2Hqs2CtiaEBDb39aeRuugTJdIiOX0EmFcByDJB1tY9hipWKyBUmOffmc6hUy6hWahI/LGMh8JFK9qA8V8SS/h74zBcKAmEFMg1dxpvPnJTQx6YNG5BN2nj6yScwdqCOTWuWIZXQ0ZPLwK3NIeaT499Ax1XeVxEUdITpyggTjmgtRCz0lIHOBDFCPp1A5RGIYn360SX9yWTLsFuRkweCADQMvvrVr4qc4VwikMdYcbYrK+u13UBCODjeTlnI7V9lsPz6XbTVDJBNpaW0NvNPGKLIehdsV7IfkSa2J5MWr9ZAXy82nrcOvX0F3Hf/vdj13E7RA1n069CRI0hkVCas6diYKc0hV+gFFWWSONSYj2HoIrPpMYhZmiQ5J+zjk+RPbCFZ7k48uOi9yNwolCxShkhJSi82hxcZ8wwDhk5moFCqJfp+QpjBKIlevAK96GZO9pJk/opKJiMff+ITn8DSpUulEMTmC7cinc1i5eq1cF1Wz9JVwQowCSZa2BaE9cnO/2KOUWDrdlqmYrnuY67elhABI56Clcohnspieq6EgaFBVKeKWLpspVjxr3/dFux+di8efORR/OLpnXjHTW9F//AI9tz2fQz29SOVzWN8cgr9w0swW6oKq0et3QZLCJdqdRSGhkUj5QDrxE6oBHjCA52Izi3+mAq0Z2jwY5qEGDAeWOp9CDUbBSxLolI1VIpv0+8gTR5aKjXRdc9ABh3nTOiiRbwvEUyxDpIsGhW0oQVt5OIst8vBXSNzHeJ6gLQZQ7tWRz5tw2s5GNv/rAjDmE9l2BMWADKXuM2GoLDXv3YjJo+OoSedwt7dzyLOylUsQMPFNGFJBSsVA+2K+XhylEot82S58FlGOlAE7VJspNWSDPXSXAmZPHl5AZ+0SB1DlBG2l6fZUh3NJpWiaaFVKkO3k4K2d9o+Yo4Jh7OnO0NjXfQ66h8eZtNSeeZWLruCNhN5Jgpqs3hAm4VHcrCZDc4y5vUaCr15ofG5/Xu34ca3v03e+ySL74Qozc2iSsYOx4Zlqt9X5maFoSLw2qJsJmxLssrbrodcNolGvSX3wftRqgeXIYXoCPrO4hSiELGqI+/0zPe03OG3hXWGC6cXdpC0DIknpDOhXGshnyEd3wl22gkHOO/JlMFx2WwDK1aOYm6uKJ4pS6cSGlNoaEj2AEOMl6DVwsb15+Fb3/wmrrjiCkFQ2a50y44fG0Or3ZCqbYzFc1vNLvWfC5vlhMNAOKNz6YRcI+qzc9nTJiACr9RbLv7KpUg0jcK53WpIEhTnocfqql4bFukjQ5badrtOIGl4uXykREd7zrNIieQXSDXHBSSKN8xn0gJCkBOYbBteU3HLt10XaceRYjuFXD+efvwxxE0NRw4ewDtvulHOM3b4EGaL00jFHXDcsJ0ScVMp36kUmvWKMN8sJPcR6VFPqpRdKsAqjOpc2k7GGisVSAUwJu0IDCBGnEEjlWXsDbJFlKR9hbtbICBSSaoSwud23V+fXwnFbHcJoNEbtiWzXSrjzZWLKCQtKWbCScSmb7VdKajEtYMJWu5sFawsnIq1xbg0DB9WWEc+Adh+GV5lEq++JAndK6NTA47tfxabN2/G6iUJ1GeOom5nBYEDC5QEQMLWxPtaK81itjiLXXv2A4GHhG2iUW3CZvFUz4URi+HokcOwO8BgbxrVuRmUJ8fQl43j6KEKdj31cyxbMoyNb309fv7gPXCrRUwU6xjqTSJhatANG4HbELYPjnUZ7/MLjVrzxUiUqcH3NP4VX494ProNtzBzTtGnLN7Cct7CzEMhqIPlxv/8z/8c2159Dc7ftBX7Dh6SY6yCzDAOzi1uryjPp2jTRYcTcV0xQHUrpHJesmpmpVRGf39BQsmI8jM58/rrXoNHt2/Hk08/idnZOVx+xRVC49sOfMyW5mAlEsI3TqKBRCopYNvwshWSR8SY+ZhOYoYEPBZm6cSQ7cmpyrQM9zsL8gW17in+fno7ZBPP/YKuSUiNIEcopSnp2VPUqmT9IEuO8hb9Kkp5L2rMk71kGc1IiZicnMSf/umf4ktf+pIk3F177dVotn3YcS66oncpRGzhOU52yl/ZMSqgtTZrtzswkwYyg8tgTTZRbAR4dv8RbH9qJ6ZrbXh+G0ODI7j6ta/H7bf/EP/tc/83kk4G77/5PehdMoLP/t3/I9Rj+Z4CjlV9WC0Xw2tHkRxciZ5la+E5eZRdE5mhVbIv+5aUz63XyZeZOu3znJidvfjLXLpcpgKKBUULXXEas4wF0SIudXR9xEIHgduEp8Xh6w5crlkUEC8ofdTV5uUa31Iz6igEjIKs2ahL8pLrhkLeT4SVhoLbbIOhvfXyLM5bPYqjY4fw/e/dimoD2LplnXgiHt7+c3z/x3fi6GQV/YMppuTCiqfRP7IMt976Qzy7Zx9Gh5eJINMaDUzX22gFGtIJHVrHQuh56EnwuZmQcqIloOj8QrrlAh+JmC5FXxq1miRd9vT0IOH0oBS2FTc24lL+g8oN1SAfNtqwcGhsErBZmj2uSuVRGRTqCSkyCFtkLXupm2TQ1ahFwSCqSJDeDZHNWqII0YqdGj8qFGz//NV/xOrlK0Xp+53/8RO44S1vxpe++AXk+wrYsukCKcJSr5Rx/8/ulQNVwZ8AACAASURBVAREgn1zM9PIpJIozxbRm+vB6LIloqRxfRjsK4DMCnXXlcRV04/DJNUeBUx34/3IJs3FFGq+WPi8++kZ7ajLtMksQ9YPWkteWxAihkQRDe3pKs+UUSKoFt1HRxIWWSLVk8pkBuF0TUfCBp57dheuf/1bkU5qmBg/im/889dEKR8aGsLlr7oUy5YM4Sc//gEoT975rpugGzFMTRzDrd/6tngaTC2GmckJFa3me0jH4xgs9MgcSNgGBnp70KqVFZ2WxL6f0eOe/EtsBCklT6HKdqSgJXqhwn7MODl9WfmvDbMrpG0aBMz5IPLeTSCbVyJOuAqP01ClMsHXRGOFxaDTwbGxwxjdsBUe27vTwc8fekj+8vlebLviSrzrnTfh29++VQKbyKe9Yvkozt+4AX/7N38tCujQ0IBUq6OBwpAfmt/0hszOTAsTAceUL0Y+byrC2LsKdHe6kVpSBvkJ932mb4NGW9yvDL9S3OuqkErQoYHhwbZJKaTGZzxOnnQa6zQq6C/pSELumV7r1/F7MbqyFm1PPPEE9h08gGvfcD16cj2IkTiZz9/9GhPsKbtmkklB7YNqDQNxoFOuIUbDvtmEF2uiz4jDbngo6BZGMz3Y8cBeDA9byJkWliQzaPQPYMfdD6KpA24NaFfnsHZFH3ozceSSFp7a8TAOHirh3e97G778T9/FXT+5A8MDaVx04fl4csfP8cDdP0a9XMNNb7pS4lOzpodeO8DuwzsxnNYx2GNjx733yBqUTQF9CU0KZaTsGCozEzDMmIQVhTHSkFEjIQzCsdX1yEYJzVHbCEzPVY1jgY3BP0rqk8MnCz8LRSaQj5hbo1rFd7/7XTz66KN41barhH2jp9AnlKvRbxY5e6JDr+xP0QLslnq1JnRyLEBDmkKyvBDhpwGyasUoNm26ELff9h38X3/zNxJK85u/+ZsYn5zGP/zjV7By9Sop6U3j2SGSnYxjrlrB4MiweGIJBPT290lEAMEDeoaJbnu+LxU1NUGFojl0dnsJy5xf+rr0v/KcapHk0miw0nCgDHbS8TLMhLgZCRjCjvfSI9BJlluUsru2WM5s3M985jNYuXI1XC9ArdHAR377YxgdHQZRs7hjQtM1MAb6paaxYzM4tiNTlnyUs6UKKrU6zu/rww033IDXvfFNUqBCiL1Zfjmbx7vecZNUHYxbCbjkLSzk8Yd/+r8JNQ4zeX1X0dyxktHh8Wm87V2/IcwIdEu89o1vRiKZhp1IwG3UJcPZb1P5U4vSycYoF85TbboWwjJYSS+EHhKFVmJlIaaHJX9d2BLmQd2XSV4qXY7f4QDhkDv11dWVj1OgRRtaqJJF5aRv+agoQdl0XIXAhCGyfVlcf+0W9BZymJoax7bLtiCTy4kiQPaVdruKKy7aCMvOgswIrFjGATmUj2OwJ4Hf+sANQu/GUugkbJsY70NfTwodv4l4gi4VHZpnoF2riQiNScngxS2lJkSHxzvkFucC3QEnJBEGUp1NFufQYXl1PQ4fSeF+pjJCJZPV69p6AoOjK4GWBxCJjhRAW3lHVFgLr7lQijmKY5R9F63jxDetlITrMKmlv9CLT33y92VdtGKquAfpxa647HJctPlCuUc+XzyRwP/yZ38m9zo1OSnJMNlMRuLFk4mEGG3ve+97QDfW6hXLMTIyBMbucRzTBdt2/UUIa7eXjzM0yNN+OhNtcXs+/zXP2HFbCF1NyqDLkua7oKtuptjAYG9CUG8ZP6K5RwKOLcZxTYHE/jURdCIFDRJikM4kWeATn/70p6VQSLvpgrRqw8NDiJuqOBFLC7PEN/v3d3/3dyWGkWWKSTNJQv+Ltm4VNHXzBRslOCWZTos7rq+vFz35nIRWMMTjxW309HQVZzmRei7OKhZ7cN0WdCKLpO1i+XmvidCmAejL72gUcawIAneKG6HSTNnCPQ1UPi9RaRbKIYVhvjePd739bWLbco63Wq4o2Tznf/jDT2F6ekpc1FNTE3j7228UdJ6/3bdvH1gN9tJLL5V2IZXUp/7gk0hl0uIq/Z2PfQyGpcaNoNC8v66sUsMohO+p0KhT3PppD7PdyJ9P45dKlHAAsy2kCh0rgwK1ShFMii3NtdDbo9y1ZFaQgkanCHs57UV/3T6kV3KuDCOpIW7H8dBDD+FTf/Q/4+IrX4UPfPA9+MA7b0Q8rkCWwAd8cSWr/q+WK1g1uhR9TgxDvVkxitq0zDQNF21aL54Kz/Nx0aYN2LBmBSwnIf3aLE3jkk3rsXrVKKxsL6Zm59BfyKM/vl5ikN/2uquEPsx5XRJHJ2fwqY+/V7h45+Zm0a7XceXWjUjaBkKvBd/18LY3vw7j45OIuXW8+rItMvZYiGf1268VEMAxWbirg9rcNNqBCr0xE2mJSWn6HF+mrMEKCmG+iuLfJb80QS5Zobg/TnadWUdyDiRYnl7mqArhowfnnnvuwWc/+1nEdBtOMiVEBgT3EnHmxigjjb99RZk+fTuzfRzLFt5vrkOMmV+17nwZawyfJM1qoTeHd73rXSjke0B2KB7fdOFm/JcN/1WqDjJclsYTgYHZMisOxnH1VdcIwkxdgedMJFJi4JM4LplMoUGPp9uez5+YdwV3Aawzec8laWHVEYktD0tprqReCIN5ewHvriNhcox/FXs+xlAi1tJ4iTcuZLbDqkdc/IZx0003iUX4zDPPQNNNCeFgIYB2ux8s7hFti2P+omO/+n1H3AGabsDR6L4yJOaqWSmiHTAGmzRtWWa6STxPc24K+XgC5blZdBKBEFMWK030Dg+BFRbpVsumM7IncshEBVbbYUllxl32pFJo+y4qcw0p4mBpeXQI155mO50CrZESjfGVpKeTTGaFeqnTcWho6Lg+zIQjIRaxsA0DtrjsQtKqEfQ7zbX50fPujjOG1cK4D32E7TqSJlEy+hfrUpuei7iFNIbzSfhBHcOFFOKJFMbGDoqi0DfQj6TeUWVfy1X0JxzYjgHfb8lCUpx8FoO9vag2ylJQJ+HEYad8OHodbbcKvUFjoCV9ZDpZQa44GUS+zlOpqbHEGFSWjm0GxNccmBlblIX9U9O4/e6duH/3TtSJwvDrHcAmKCulmYGGDuyqAXfvvByztQYsjhOdwt1ExWNFxF6067NA7L+z9+ZhktzlmeAbd+SdWVVZdx+6JVpnS0IHQvjAEhZgYUtgc6ztxydrG88s2PPM+JkZ7/oP7x/jtXd3dmaMjQ2YtdcHxoAxxggDEkgCnS10tVp9H3VX5Z2RceY+7/eLqKo+1YfkQQzRnRWZkZmREb/j+73f9X6ME1W/T2WGG2Oo2LqOwYqPrGpoYv/ho/j6Nx5Bc+Cj43nIV6rw2l3RrpkkmSsWVEIDrXoMO9E1qbpEDZzVl6iE8XP1yQl43R76/YHE6HOMUQjR20Blb9Bqw63VJIafoIub4Fe5LnkpihOvmQD6fDcRNKYlwJbhQ5UiM68DrC4dxV98/GMwmdga+iKklKA6keWEGj5tSkOYFsu6DqSy5kqji7//wj9Bt3Nw3CJanQ5K+aJQ1TmOJcwSwzhCq9OW98nBTgDAdiCVGy105IyemZkRKq98sSQyqNXtIY6GKJbLCKJEQgMqJVWh7XzbIPse7yITxhS3nHtkqRmEkRRsoBeEll6TeRBFG435oxIC9Mk/+s+SuJydJ5vv2Z4xrXSBMpaelhcCaB5jnOEzz72E/OgsgljF9XO8kUqTiWUsoBGziE/EMsqQ8UFLPc9LUM85yjns5kpi2KBSyYReHieNIs9DruwTtxMxjJ1VCDrxg2fzmpzogUrcYoEnthfbjlOR4NoaxshbCeYP78euxx9FjuEFiYqJ5n2IYhFcqAJ0Nhf62n3G0V3olo5+3BUAsXRwBX7g45tf/zoef+Jh/NUn/hjv/8n34d3v+VmUahUJk6LyRHBHa1iQ9JErmeh4ayL/qGixX60cqwp6sHMm2v1l6XfXNjE2SbAYIRx24JgxBo3DmMi50DvzmMorC21Fs9FrLiDxC9heKSLsLYCFLKZnJmHncwj6XQzjPsq1CuZXQlXyvVCQGUAlrT4xgfH6iNROYMKulphosZJsFEvxNLdiwteGUgTGLZYB3UVIRwbFHr2jLI4xtBHr9K5aolxxVNB2Q4s1jY40BL2S9Zm9RuMFY1gZHlisVGR805N13333iaU0z1BNbyDc1ZxjBNAcfzSw0OL4/e30LcDW4SrH8EtGGszNzSHQHZRGxqEZKpSPMq/d6qBSHRFjKet/rDUa6PUD8ZzFEXGWLwYC9hNLYdHoRS7uKKGHycLU+JRchOpLGixI3as8cgKCU+Xo9Fd6undYR0O9J1WJU0+sGBbTZZFjlmtxotHrHosRjF5Tij2xUJ/u1K/WcYLnfXv3gmV5L7/iCvzBH/yBkLqPjo1JPhqT9jxaYUH+ZwINuoUDicl7ta7hdOfhMpc3CKwCBJEJO+6jpPsoWzGJoCX2ZmXxkNDtJUFbxWRqPraO5MXyM0CCsekq1trzqBgmRooGvO4iJmo1zOSrOPTiE/LdvBXLAMkbOgbhAIZrItCHcNCFnyYUqaGY6T4be2rjysXOobpxnJ9nxrIpWf6RGgh8LtyaagGXhVzX4Oqs+NSHm/RQcUrIMQ8uISe00p/OBKHWDeCZLEnN0VzABuEQyNfhRbQaqLMklmJVaHNqDSHVgqjxL6x0UByfla44sLImC7SXWKiWa2gzfscjVzUnRwizNIo1L4Fbrku1rCC2oLsOYsNAyMQmPZHrp8Uq1qi9quhenvz4GE2Iq9cwTPhJDD2ha92ApVtY1iP0C0Xoo10YOuNq8xKaQXo/WgfZMonpoJrTsOXSK1EPfJWsFYVIhjryA12sd0bNkYAP3j3ZO8SFL1599o8uAIbVvrxBBMdZFnBHN2ttfEzAgl0bE2uiXtfXs8AJmOipoSW1WiqLxZyJGgROZkVZ8avVKiyrB9fOY2xkVDwAVOBGR0cRpUkcmgBxXpnqGwobucQUUHNocSE+UyUn4mtGKZxyD12ohJiMRwtTIWdh0G3DHh8Xa7hFr0LIICOVOc/WOR6ADRWtn0Gvk41iJUGuVMNzL+7F6NgUDCsnSixBI++XMb7N1hpKhbyEGpTa9OaUhEt20O8K3y0Lg/B6qFBQoLMNWa0wDNR8oXeL8ciaVL1S8zgDvjI4z/OPWERTASyKKwgIGb9tCeMOC+owIZrJo0GfyauBlBUWfTQdv9kcyva8FC4qBLcERTzOtqAFhyCKgJr3kbOYVOOg2++h3Wgq6zN01KpVaQsmSHU6LQQhQ0Fi5HKOyDL2ve97MiZ5viDwJTeF56U5m8mEqkgC5cqJfacaSpLGMs/MObddIh4Cfo3QmeBJRZGrKmCsBMY8Ads2RUnzeoEoEqw8Se8f20UjFaca3uf8698NX/C7AUbqI1jrrci9uQnjQEex1uvA7/UlPOLYHcfEKFNCRfpWKTsOLDeHwaAjXk0yErA/hzQYMMyOtQYYFz8IJXmcY8cbalKmulgpY7XZEq+EbbLEvQkqwF6/g3yphC6BJBVL3ZYiYSx3PzJWx+pKA9VyBd1uTyzQc/PLqG+7BEurTbS9EI5ro1QdFb71Vqcr49U0LSkoZrklSVBd7nKcJeI9c0eqahzCVBZoCedgKBzDOpibwrVZKVYUYZQdXNOYdsrMjbPZlPWZypaFb3z969ixYwfe+ta3ysPK5dH3Qgk5ZPsUyfBAq6Ssj9laeza/8j/uZygqqMgWc3nMTE2jFQ4RSCEwT/rK81l50gRpBCm3VlYbMraYnGq7OTEqGMxr0WNYjikFUiKGaAxCdFj4KV8UpYcyibKQc73f7ojsK5cKiANix6yvzn1PJYwbERP/bWwqlIyVtImVCFb5SUVqwWJooTx/zS3QvCByPn/5yw/gC1/4ArqdAcYnJhAw9tiwOM8Rxua6tse5T0HAjaUdzSz4f+POXrVn+pBm2IFE39GV7gYNDJYOYPFlVyzT2cK11luU0qO2pqGzdAiNMEEUDFGultA+wiShoYQu8KoZZL6wtycUaxXTRGflBbEc0v0cmIZ0vG6asqfzM0e+RLkjds/JA+BMAJqYlVCPg0oSA5nYRyEjgkaV7u6HMeyci06njd78QVh1O+WAphmXCX+MDctg1Ss07TqaZkZ8iMZgiGfWaHlWVl1+mws0F3s/CuUeLasGIzTRakUYNwj+YrS8BE7iwHbGMWiZomlGgQeDcbRJiFLRlSIqpUIBUVJD2Jf0bAGJiVZQlgowfIUAlbzKG1uWzkVBSwcNLY0sjR2GKm6bx3l9dv5S1G+awF23FRBoOYQaAwl14cs2mdylxRgYBr74xHP46Mc/iXwpj2E4QN7SpHTt0FahJyWTwpz56BmAVnCVY4EAmqEHBNC86F//8G/iptvfhA7ZZlgdbK2JPEFiFIkLjHdB8FcoFGRhEdfWcChWlAw8EQwRGHLP9/u9QASYhKf4vlizOG4prNRKQJSsYuN5/gxsqBmmYqB57Xx9Xnsudsxy1+l6D+H3Omi3V/CvfvWDyOcUvRqVOgVSVZz4Rm/xR2OYloO+FyAaWsgVCrjnne/BO+69H2FM92tpHezxewSgpEaidYjVKsNEQ75ckQRKhvswaY+WpNFaFVHMxKhEqL244OqmUvQ4BuguFPBKV8wFbhS+KiRFnYjtSLJIhiXQqsrkNwJS19Qx6DdhDUMM2i1smR7D/fe9K5336ruZ7Msuia+5cFB54jVzsaKiFAQBPvYnfwYzNyJKBCc9gYXrqkqWva4nnhcqEKZDJpBQvkeZNTd3VClyVJ7Iq97zUKtUpR9ZRZW/Rwv00vICCuJqPxlAq3GkrNjZtZ7rXhatOBB5FcMSLw3bi5tYmTivgj4WDu/Hb374Q5IkR6BPAK0Y7FUlzmxMn+vvfzd83mK5rmGEyAgkDPAPf/+P8G///W9hZHIC993/0/jIr/wits1shVMcA5ld+1Ff5AErCx6dXwJCVSaboRrZWCGoIUMHN8oN1zWlb8NOH34/Qk3X0G4DThjDDyPoOmsIDCU5sFQ00W604eQKCOO+VFEl80WpUkOzDdQYgxrmUDAs9ANg99O7UahWlFxpe7BtB+1GQ36XhUsOHzuGI8sdWOQHTmWvaZax3IiQxG2ZCxxvrMxLloVY9yRngCFPi2sBZnQmF0vWlsgnhkVJgq6A6Cwx+vQ9KeGjpLILAvzu7/4u3vnOd+JXPvQhhIOBeJCpTNIJnDm/GV9vkmpWZ/hjImPt9Gf//juELGSIOnBgH/Yf2ItGP4Gf6DDdnHidmWQ8126KYa/IiqcMce10QQWrUq4h8FWlQY/yiomCiQbiI7Z/qVLGYnNeGpnznsYDykDKP74fdLug4YTri8Iw57ZXxhxKIbUxV4j4KcNhNBox6TzweijamhghxANG83MSCvZ4dQE03dbr1gi1RPsDX2JamIX5kY/8JizTkclMonLG2oVRgp/7hV/EDdddC3+ogVRYFunJKERTIK1u77X5m7AzXFvc7Em/i5U9T2A4v1uAj8vEAz3G8tICpkZHEfQpIOw0NtfBYSZrwYfjKBYBjw2dK0o5aoIbhq+wowlouADS/UyLTkCOaVrvLLJkvEIWO1Xi025sY0eykxWHAbteUbAplyhfD2HnC5Is2RoMMJgpAVJEhb+bpn/z/IKgsv5TYJ5piALG00sgmKdGxu/1Ex3LkQvNryEIS8iZpOSLxaJl2pb0HV2T7MJ+l67EcexdHojlrF6/EnNzCxifnMByk1bTCXQGDaXIWEP0VtooFicQdn24+TJ6gSeTigDXsC25J8/vQw8SCb3ZnEYiE4AxdGn8MQWi3jcl5IFlP9kvA28AzaNmmYMe2Eg0C6Gm4pptTv6hCRaoCXUda91QXOjiGnV14fHu9hjOAVRLrnATswQ42ymbiFl3saVyjiuinuFABCfPPPsi7EIJC8/vRbU2gmHQkFjFI7telNhmjpeVlw6KC4uf5wJIMMOYQoJmglW2s77YlPcItg8ePIja2KhYaecXF0TQ0OpPIMmxJ90r1mcFhPg6syizf5Qgya76XPZUUCIJwyDNHC3O5YKNuSNHMDZaQhxEsC0qGGwZNYikLO9msM57MQyUSo6AToab89N79h+AbhXQ7R2SkrtifTdNYZJghauIFH0EhpaLwf4jcHO2lKom20q1XMJSoynCOVNC6BZkFjcFMUNjOI8lNp2KVkpbpCzxnD+Kxuhs9hITLJ/PlARlJWNCHCkyNbINxHQ3DlHM2fD7Lal2mgx6YAx3uVIDKbso6/hg/5+4sb85BrixHTgO+FkC80MHj6BUnRCLLGPedWbVkHnAcuRcvWOLkry1trYCWnpKrQ48z0c/bAidombYAtzmVg7K+GSyoee10NyzD9PTk1g8Mr9Jpqsr2wCsiolHZH4m+89hz6WL985N5BXt0Iwro6VHwtJijJRc7N7zErZunRCVONPhRS6J5VqJLvnS6/EPp4UGrLSWUcgVsOPaa/ChX/11fOAXfhY7rr4MeSYZhrSAKSrRoqNkWLvj48jRQ9DDgSRSUmGmrOC4ZqIy5wHBBsc7ZQYVKXpvxkbHhaWGCmVE5dG0JQ+h32pipFbG3NFjongy9I1JvU6hhNVGS8YTZYkwb1g64kEP+WJOwuda7YZ4CGi+pdyRsKwkwjcP7kGtNipMQJS9ZENifD7BeSA5ThAaUyaihgFpVwzERijGhmGcw9GlEFuEEzpV/Dd5QSgjzsYGzTbg1u71RUZ+/OOfxK5nvyPsLoyjJQsWS50nYYLf/p3fRilfApnDmAWdjbXX47D6l7pmMgCTP/zYwiL2vPwy1voxEoYtGg48oTQcimwmk1b35a4o/ozFt50cup3dsg5RRkcBKRUtyS9LEGNlZQ3FIlmSItlTmaG3jECZuMI2bPR6HWGiUSuGwiznBqT5TSVvM/C8kXBPbziZgIaI+j2MllwssJptEMHQGZ2g1tULB9AKJ2/qL8KZDdBHuhEuEtxPTE6LZYwTcWpmOnUvVqQam65R8zMx8Poy2blAmCrFctO5Nz096Xc3vbfpKc9z2k0zobsViYsMAhMjlTqurdu4+ZIa4q4vrk6rpKPXNVDTbfidIQollQXfbXrIOXkEkQU7Z8PQLaw0IqmWFg0LIry42HFBlKzpxSW5r9Cn67EimlYyDKALd5gC0ZuvlUKPAtE4xYK6fj8sNSkpdgnEakqrveYiolVQtHbGEfoItRi+VcOzxxqYyhPpaYBdVEHQ6QCSc57QVHxJeiwFminDtZTXdoioVMe2N74V23bcgn5IV7Av9IRLS0tyKrrcOz1lzWIb8F5IP0PtcWS0humuik27KBqKNZugwI98cdPTfciNAIdWRVlhJKb4xMUyBWbrSpt8bT3RKX0lAJGTIQNv2XEe04emTCLS+HOjHc+gXX9Iy3aIF5Z6cpx8uYzlY9x3Ma+A7JD3RXiYWs3U9/k3LVaDRJQlCosoAupTU7jz7rcj1F0Y+QrWWj3hFKe17RbTlMWHliUueoxxbTaVO57giQqoLE6M5wsCaW9a4kxHx40xWTeGApbb3Q7IBsPkOrY7NXpeD+9V+jONFyOoFeC8HjMut3nuf3QNSewjp2vQYw82QjzwD2vyW+QiFvAsTcs/WdyiUnkUdlDFfJiQwdekwR2dmMQ9996Ppp8g1l2YTlFAH60Z5bwr1HmkwDIsC50wQKk2IsrCoM/2zElSC++5027LuCNtFfMsmLnNcdnz+nKf0j6MGxCF4tyAs4TnCKuGEtyZkpApJgwrIihUHg96niIJcxGLoR7j6IGX4ZBDx9JgDFOr62lkVQYCeJ2UnZQTBNU8/4+8434kVllYV3KFvJQnZvIplS/douWRwEt5vhgTzbhZnkM8I7bivadyyLFFecXPEoRxjBH0C+PMCaqhajFptpThhfPw3BcwWo4yxZ+zTpRehnEJlaKag2yjowf3r68omaWQv07jAEfU63oTb2GCKkOzALz9HW+Th+Rk8MboDTNtAdCpTUC4aGdmyrj5+jegmPQw9NrrijLzRSg3CEq4fMoaYhjotTvI52ckQc+2Z0V5qo7V0fWHiBIg7LUFQJdytngoyuUqmFvAlalQumQ9LIoFxpg4WrCUZ4W0b+XaiCSrkweYY2m8znLYPVnPGULCinEEzgQrzHVgsRYa0iwrwbDfFCU7CHQB0JEeYEjWmqiA/JIPJxnASphHQQWbQJoFwsR4rHj91OpwiiGggBFDq6IwRm1kDEvLqxgbn8TM7FYBbFMFRWNJebDloq2S6Cvc1MOh5BBUKpVTnDc7pM6fGQayo/8j7Tle2SdeFODGW96I2958J1qBBs3OQzdZ8IQMiPQYGUgCXxS5Qqkssph7jk167Lu9DsrFMjq9jsQ8Rwk5wvMIo0DCK6M4BOtXMETIHwQoVctYW16Fm6PxMDNcnLv82dxXBM5yP+sGpRRAU2ayboQeob26CNfJpbTsNFS8ZjR22eCiwHewuLiMLVu2gfQl5IAm2CJIoPWMQpvacbbRTJ8BSX6GoPq13Di5OKldQ3Ep58M1THDRtlnoIBL6tXrJQcnXUMgb6HfnBdhdXB1HEKyJNctvK+1/u23D1RP0Bx4GvRCOroEcA52De7F1pI52cx6zo6Oy+PV6TBpREThSxoNAh2wapKDjwiWgjElYvPuNBYoLGjtb7Wm5Ydg9i4wol52v5STxgvGXtOKwjDc5jruaj1zCUt88IX+LRUhUzPnp25e/q4BXNrhoL4oYO6k7wl7Rs2rQyjUwP34xTNCzx8QCupzwMxaSiAUkHGiWoQSq0cexPsGbJSXNqXUyDONorwfbLkArlNDyA/kO8kV4tECkJlIFeNXY4nO2V3ZdGXA5l312b7QiblhhKeZjUTwouAlS5HP8IW5iYRPYLJCBkVGqlRSE4Ec2Rj+ER5cXSXI8uktJaWbniujFOmpjM1JdkUCu1W6j1Q9QKlVRsm0sMSHOycO0bRyapLRrkQAAIABJREFUW1IhHlYOS2trsliOjk0KfzYVt2EyhMEEK+iojk2g4/nCcJMjD7BYRznZ+Z+f4POsoIq6HRldwoSg2poJFWzzs9kzoZSfC/UEZkLFjdUxVVOt/yVoz1b/dDRL97ELCRpPAI4UiVy4WTtzqdHB9LZxtJqeWOj73Tbaqy1snZpAo92A7ubQ7vtwc0WJmR5GMbp+LPHqIxOzUk5W4jHNHGxbR6hZaPtk+ynAJKGneHjUPOR1ixg+h72KeydM5pzcoBtT4JlKAQtD6Yh1Mp6wGQyJnYsYd08wcEGbztQBFGtVcVFHJquuSToBfM1E3s7L/PN8H8UirWwhDIaA+D4GoS7JxUTYA590TDp0Ny/JUx2+Ni0BQ7ZY8E629WVySKzP53sPGpl31Oyh5FNzMFW6eD00xQxZbUzNsY2rSOUSTYSblNfzvYzvhu/JHDzbCxFtmDOICQoM4eIXQyRhhMCPUMxRZhF8aMLJy1ilybGSrDut1hqGQwc5IwD8FozERn2sjr49RHN1AYlrwzWGGAZdCUMkE8bRAy9JEbRev4vQa2FshABmUQpolGt5eH4LQbcnSj/n89raosSmOoUCXMqfZAhHCyVumQlnjHElECefvqn5sGjEoFyl5Zz9Ldz0gaxfDLNU0oC5JkqGUWkiyz/3r6RA0RBFhZCAngls119/PT784Q/LMXr1CJKJM2jYyZ4Tc1AB4Xcpm7+/nb4FOArjhMaxSBT2AmWI4ZBgUhJHyczBglFBkoAhmVTuimUWtiKr0kCo6KjQLy4vYuv27Th25AhGxsbQaDQFA5DOkjH6ifBAm0iMED2PmGYIzbIwDEPBAOoKs7462z2Xwo21n9Wc19euNKxHJDsTCMWzz1/ZdO6hogo+feu8Cu9wMH7wgx/ERz/6UQHPtJzQykGLB7VVgmc2JGM/afXYbG15rcEzganOYh5DX9YBI+rDSAI4iBD121idO4zZiTHYBtkQVoRRgCHZrP7G6yQHrmEGMK0QxZKBIGqh562g3V1EuWRgaqoCDX2MjrjyXqXGxasBz1uF49BlwV7SBVQxa5WdRDovRemlizmOx2iZWd/zefogSN54qAxmDgDJZE4NzVyU+MjKU0uMIS2nmikgRS1F59fRHEpJHKDbaSIY9DDodyROkfFB5J1mmEOtXBDXdXNpAUPfQyXnIBn0MVYuSnvGviefdS0Nw2gAW9dQzuekEhq5hBUwIeCTFhD4RSCoLH4K3LN1KFLPda8C9xiXqyYO244P5cYhyFcPaR2R3pGE9KjvseXUg+2QTauTWpImVb6v6zLeRWnSdUkSJANGr9fCwOugUs6jXMqh1VxB4PfEyuM6BuJogGLBkfdo6WVxFNMYot1alYzxQa8LJnIxmczrtGGx2K3nwzUIiQiYVVsp8EzAwbbM2k+BPvUZth+Pn8s+vVtZ/NS4ZItkPSWASNrttK2zriyf2G5SiS6KccWll8H3PLEcN1ZW0W21ceWVV6pYcTcnLDMGk06Y+ES5YlsYkj4pHqK1vIqVxSWYmi7twozrQ3v3Y8vkrMSe95qkQGTfnd/4kVkpCh4kiZfKW/YgKw7jSrOxyoRfHsv2Bj07KXg88d7P5bXKOYC457vdtsR1s+3oxmdPMAu+kHeljkSzsSpJe91WEzPkgPb6koRMFh0y9CRhX2giuS84FlhpNLv+E/fr40qGlJqfnKPn9lB3quacSGNFZcc5+IqNwPv73tlOP0NOcY+pUBdZXqzCM1zo5VFEuTJasYbActDTdKz0BijUx7Hc6aHlh1hmfkWthpB84sU8FptNlk/BSwcOIDFNjE5PozHwUJmcAHIumr0B3FIFuVoVDa+PyNBhl0pYYZJuuYyhZWGtycJOBbi5guR0NJptyWkYGZ9Ad0ADhC7rOsEovXcsvGTpMUwtkLLc8r7mINIseVDxpEePcc9UPkWGpNJV6Q2bxuQrDxIByvTGEKSRpo6F3AioacQj0wPXcRp4CJ6JTYhFuPHY98HzKcbeCYdkFqZ5arQokyWKcpqKOatRMJSI7EhUnDqtJgEDQo+eQhtjIxVUCjkJY2XYXafVkNyVbrsplHeOxaRCGjLVGCI+ZJ9Q4WEfbvSPkuJqFT7X55utPVTiRKqrFT0F1xyDIqNkpdg8U/8FADQHKrW52dlZGZwZrQw11QxUcHJxwLJRuPE1B/NrvnHBY3ldLjZBIB3JscDMb8aCPf/cc/jkJ/8RX/3qN3Dw8FGEbEmDMbMmFlbWQAqevp9At/NYXG2hXBuHH2mY3XYpnnl+Dz72p19DozPA408/h1J1HPsPz2MQaShU61jrDND3Cd50oe1R7aEEBplJeP9SLICdl8Ez6VxlBVX2B8b6qs4VSJSBPwlp4NDOHmpBYkymsFRoKuv5VWnhOML+vbvx0u7nxFLASmbhoIcC45kMlrxOsDh3BLNT4xj02vC6LdRHKlhZnEOJRVe8rhSYqBZzoPuMINEyhnAsDf1uJ7XqrbeAALxseRUrNMFPKkjPZ6/aT4FoBZhVABInDLUqWnBVW3M0Ei2oNmXiKP9xOslH070as5smmVjJAMaKiadB19D3+9i16yksLMyhVKYiSRqlNSmXblk6isWcPJrNVfA1qxw2GitYW1uGbRvI5WhRaQvIZuELgkZGAlHg+J6KiWQoQ+irktG8JooFbptBWyY6VLsR0PETZ7+XE7JVGH4hVkIlvBRsV+P0eNVCXUPWZuqCsqvIzqaukYI3TkL8n3/wf6DdbCIceFIGmHFxa6srAgyZUJgzDFQYtqGb6DVa6K41UXJyqFdHwMTg0XIVCROWkyHKpRImx6cQeIFQKJaLisLufMZNdrX87ongkq8JlDe/p4C1SuZUCszxLZOd71z2HLuUmf1+F7t378bC/LwoJDSaWYYqwBJJku1QFIltW2YRegOQS5wgmhZpzlXSdxpxCC0OJMac1bJ1suFoMYxh9lBqUaYgiFSi/EznAMcf+/Vc93K/DCPKZBwPSLhWBtE3zaUTG+fE0K0T33+dvT55Jpz5Bggw2/0h/r+//Sb+6u++gr/5/EN45PEXsdJJMFK/GKY7ikYrwtTspegPNExPX4rllT7C0MDA1zAzcwn8xMRjT7+I/UcW8aWvfhP1qYtwZL6J5cYAlbEZPP/yEUxvvQLNbowHH34KiVmE6dbQ8w10fA1Wroq1jo+YxwujGLoV9BIHnciCW5tGYpUQwIbuFJAYtoSFEGgxZJOFNrJEWyaRroNnMRjRm5UZi05uh2xunfzO8UeIP5hEznlyxRVXqBwY5gKlQJl4hA9+LjPsEaDx8f3tlVuADjwaOvlgG5I9ihTFjCxwLFKceigX85LvNVmvoeCayLk2lhcXxDjESqiWzjC+UAxt3U5LqEj7PVIbM+fMlL7j+YkL2Ud8TrzIPiTuueCN3tbN8ue4EypQrWSSekOUBn4+9VQe9/FX+wVvlBvBMp8z1pUbrc9sZGqGtEZn4JnAkY8N7UI+/tr8YdvTr5pAZeIy3paFLbwAza6Hrh/h3e97G2667Xa8sK+D/ceW0Y1ZPrsAs1JHZFcxdGfQCauoTFyNYw0DsLfiwLEYZn47a0jByF2Ey69+K+bXDExtuxmhOYNQm4IX1/HIY3vRGwwlM5WgObMsCxihd47HBDIS+J78YKNk4I6LKTcFBjis6ACn+4ufUF3O95V1mgNGwupSWKW+e+5/E9iOCU6CI4cOCoBTGqMmNGPt5hpWFxekJLcWBJioqvCEoNNBlQCPtEm2CcSBVGVjvHW/3ZIqewQZpUIutegp0Lr5Ps79Wk/+hoBntgMrnaeWewJnAc2pVTprX6l7tm4Zy65HgWcl6hWAOH65V5OMv7x5mnPsHzlyCM3OGrx+G7OzdZhmjGZzEYYRYWXlGNrtZdTrZXge46AjTE7W4LqavKfrIS65ZFZYL1iW2ut00V5toF4bEaBIvmoZB3RBplbRk+9+4x5Ofu/sjwhYlnZRUEpZjRRcFyVEBNPmu984t2qr41ssi+bQkhjDKAI511lIw7Z0tJoNAc6B72EYhXBNQ7Kke2triHq9FEjr8FotDNpd5AwLYT+AOTTgGg4O7NkPCwb67R7K+ZIk325czbk/YxsL9FN6gQLMYpFV/c07O337n/vvnfyNBJZNMNSX8dRqNZTSlzBjnb4IUtExS97D5MQ4yE1v6zr67bZUZ2SGeckxEfldDHpNFB0DkqIbDNBcWQSrbB+nHIjnIpNI6T673/PcK5Ck7kzk3ykWsrR5T7p9JetOOvz6OsB2O/GeN9/wCUoC3xJrGNetoYWlxQD+wMT9938Q77jn/dC1cTz1xAEsHBsg8IrotkjROQYjqeLAyysYKW7FMCyi6EyhucokzjG88FKIoT6Kq6++Ez3PgZufQq4wi1bXxNaLrsef/OlnYVoTuPratyAMS9CtcTj5GUSoQi9NoTMsYGBWsOybWBpYGFZmsRQ4ONRKsBTYWA1tJIVRaPkqBpotIYXBUAeJVFUUPBNuU8tzqojT0MPxkJqgj+tTNSY3N9Jxbx/3IjPEEXwR4BEY06CXxTcTe2zGH8Qd/Oz3t7NrAdqHMqzGtmauyZEjRyQRlUbBUt6WxHt6Hp58/DGxKJPNimCax6bHR0W2UxY1lpdEZlWLBbi2YlRaXV5Bs7kGVpJ0HCbIKppcJsFmSpAYD4+XVJv8rsdJsJOOKxNYeq+p4q7MAsRbCnGo+baBz+TTsqRpKRHw2bXVeX2KDZoNVt48QTMHcKa1ZCCajc0OoIZBUM2Nn+fx13RjjCtjkUknZzlgNKA/NGG4RVTGprHc9lEfn0bLByKnhCd3H5TKeTuuvAH95QZ27foOyKv5xltuRahXsLzSxjPPPSuTcKENrPkGFg7N4+KLL8Yzz+6XghhMKtz94otor3i4+toAjs0UGge6JF3RmsfiB4ZQ6yQSo0lhoaVVd9ge6jVBH1/xQXcxu1tnHLUMBB5PLWHCFa0EzqvdmozXptWelGHJMILX6wj1z8rSIvbueQlHDh2SuLPJ8Qnpz4cfflhcOtu2bMXOnTdg1zNPYWSshr1796M6NgrDsHB0YR7XXHsd6hOTcOzNNHsEZtkdKPYE3qW0lzBv0Bp99q/ZjBJ9wBalsE4VDU4qxuSpFlNHlf1NtbU8lzblyKSwZdym6hUekSvkibn4peNXupGfThjX7whIp5Cghn348CHMTk3j6PwcvvaVB+Hkc7jphp2SeNZYWcHD33pUgNjFl12KN9/+JnziU38mr7du2YLm8pokdtK9ZTqutJfU5tF85HOFDUsKtQVazbP7TMcIr1e9xQWLVtOz3/PO+V1pL8ZNc8RJQyi1LWs/US3o5ZGGUTaD451fTDJVgzkDpaS3o3LA+Ph2Yw2FcgWt1TZGCnUsrq3i+V1PCq/sXXfdLbzOlBuf+vifigx5//v/JzTXVvDcsy+g2WnjiivfgGPHjmEQhyCDyl0/+jZR2LtNxt3b5z1+OO7k3jYpqOujSPqfDZRaMBTRZCrKjlca0oPntUtYxtuku5sFNOglDyW5jgVlWOr88OGj+MaDD+GnfuqnUGPsYRhj93PP4h8/9zlcfvml2HnTDnzr0YcFXGy7aDte3rNPGTl0Cyx4dMkll51knUmHUnq92cg/3z0B4bpmKucULxkpRmWTQZM+/97dHXeXx7041T2r8UPlY6RWF475YMCoYEPyeei5PDK/IsYIusZ73UPo99pYnD+G6665GrWRGuaXmvjOS3uwMBhihaW8NRsrCyvYPjstc4WVBQ3yOldG8MJ+H+5jT2NkpIpbbtyJBx9+CCsLx/CGK6/A1NBAs+tjz+F5KYwSJEO88dbb0A80HDw8L0mi9GKU6Cmz1HVLQR8G60tIE0PNOItohTRECeX4UnJVAdlTKUqcea/YTICAY4JmGi2YcyVnThKRiwR+lBsZ7iDA3uwJ/xfBH6fq3tfRMa79bCe2b2YMpexm7HPIIkdagkHXw8G9e3Fg/14J15yemUGlUsOeF17A17/2z5iamsB9971bGF4Yystq0GRYKparIFsbGaxuvuVWsJJs2PdEvumOCdtSlUkvvLk4Ault3lix1Dk5wjIZv/HexjMl/S/8989whgw8S1a4rsuAzsAy98JTygo0afY399mWaRjZ61d/ryOScqE2WFF0MDQRGi60fAWB4WKpH8AZmcCR1S5CF1jyhvj6k4tY8jTsW+nh77/xOLZdtxPVbdvx53//D1hLhvjiI4/isp03YaHnSYW7fUsrePbgYbB4yHcOHMTMVW/A4y/twY7b3wS3roPFLshUxIQPca8TaLCcNMuDSDKXwBMBz5nmne0JmpWLlZUImbWuHooCikldZOfgMbphVUymir3kOVXnn40QOlO700VMIOGQTzOJpNIiB+JD33wIyytLePOb78BDDz2IY8eO4oUXnpff/fF778Xj3/4Wjh4+jD179uAv//IvQc5Q8oV/5zvfwc6dN+L3fu/3U+VJbHyyOIimKUlrqWtP4uT4/rlF7q5/flPYgQI6pghx1TIE0AypUUKfbZB9L3t/XYRzRoklaf3IRpOJYiMhYTLGKWyYHc8SxgQ8DBfaMjOF/ftexsf+6A9x0fatqJaL+H8/9Umwitdn/vZvcPmlF+ONN9+Ir3/1K3h5z248+vA3pAAJF4avffVBSThlVcJvf+txYatg0oWyDDD+mkl+6WNdS2fZCsV6wPsTK6BSt0RBOdvXJ7KaiKYuCk26/G3GRScNNC6OaoHcaCylbxCIqwU1Rhj0MTU+ikG3Iww3iwvz+Ju//ktcvH07Zqcn8YXP/53Mm0/86Z/gR992F95y5x34/d/7TxJv9+d/8SmRN088+RgeeOABGWOMx3vuuecksblcIvPBBYyftD258INUhiCjC9tcjZvN45Xvy+eymbcOrDff/bk/DwIWGrHgsMgAC9cwcZiFRnwPj337URzcvw+/9W//Df78k5/A8vwcPve3n5YiLj/xrnvxyMMP4sihw3j00YclnGhpYRGf/exnJdGHbu0HH3zwhAtSCqyaB5xzat5dyP6EHzjly5OGTvopBbRO+ZXX/cF1UJndCRshtYjxvpXlPsEg6qFYNdHqLcILWkgMH3bRwLefegRPPvcsltsreHb/iziytoTZyy/BJz/zEFb9Pr70zYeQn6jj4muuwNE2MHHRLL786JNY6Dfwlcd24apbrkdo6TiyuoSpy3PI1Wt47tBePPzsk+gkA1x2/dV46fA+HD58EPte2o3HH92DUdJyJgkee+wxvPzyy8IEw+S9dnMFod8Xzmoj8eBqEdyhByfxYGIgjEfGMJQE9431jKNKjbSsCbI956yEjclcyo6eek9rcoYziCd4PQTKVJypeGbgmZ/h683ba48/Nv/a6/c51zS2I9uPhazY5jQM0VhEQLwwP4ddTz+JW26+Cc8+swuLc8fwzFNP4luPfgMf/KWfx5aZafz95z6LF57dhS/94z+I9fmBL/8TvvXINwUfvvjii1JRlkYi/pZB70RaVErGQhpIdq7P1Tq+ud1PJWnUMTXn0nDZTevaBjrYfJ5X8TktzNw2u0U4WAmUqbVwY2PwfT7YEQQGfL6ZnUM++Cr/YYMTxdDW4bEYXlrchVVz2p6H3S/N4fNf+CI+8/kv4cqrr8X2S64UDosrr78RiZ0D3VCxZWG+2UArGGDXi8+jNDYmyRg7du6EXXBgMkjesvDYrl247o03Qcs7uOe+d6FFWhdThbWQI5FxvwIakgDCmB/5EpMtoRjU1NNqbnytwHCkKhESJKcPJkkRVIvbOC1JLRa9IY8ra7RYqln4Qpb5C29QWo+CMIRtqWIquVxe+u7xx58QPs2XXt4rHoeDBw9h+/btqFSqeP7556WQzoFDh6Svf/In34tt27dj27aLcMeb78S2rRfhoksuRj+lPsqEpQBamSx0+akESgX2MhB47vsMDNPyyoe8ln26YsnzDOrxfSp4FO3cU/1mG6ZAcLNqmjYtx7Pg6yEZaVgQIJHQhGESC0BmhcH5Y3PI2Q5ajabQTRFAMvltcX4B73rnj0lRmX17XsZLL+7GaLUm1cDecseb5TnnyN13/yiu33kjjh6dE1BTKJDL1Ear00vBMYHP8Q/Vfuo+2L7KZXpu+ywujGc5fkvFynHtsVnUcGHc2GT+q4ZUB9M4cyqUjJ8jCMw7tozttaV5LC/Oi4WZIPHgwf0SK3fLLTdjaWUJjz32bZgMvtcSXHHFZbjnnrcJh/LOm2+Q8bfj2qux/+ABVEcqaLZb68kh5zuOOAak7eSONtpYLf1qPMnMXldi0s+kIVkbrXDuz9g+BMyMJ03iEHE4EJovxzElofexRx/FlplJfP5zn0Eh50iRmR/6wTejUnDxnV1P4PDBA7LIMUb0zjvvxJvefIcka7717rfh9jvehOXVxgnjJ/UwpPcsilmqEChFUym2bJOzec3vc9NTJZOyimOJ8eNyXGbYcYNIjq//Sefm+uvX2xMRDEr5zkbKWd1CJqcA9PoNdNoR/vFLn8fXvv5lrDVXcMVVl6E2PopLd1yMq3Zeh4ceX0N1egqNKIJRA54/cgzNBBjdsg0jE9PYMgMcPnoMrgusNdqYnqqJJfuSy67E1ddch0bLw/jkLOJIw/zCMsqVUUxMzuKmN96Gb337ZZDjuVrTcM11O1GpjaHV6aPjBXhh91FMTM+gVBuTqq3kYRccQBlIV3wcwExCmEMFokkdSjpWZfBR65wYldJGIYg5fi3YLEVO3XK0MhNPcKPnm1boLKyUxwj6svcpq7llmOW1xh/yY98Df9jGxHTcCHL7vY7MYyYw10dr+NrXvibGIub88PUD//SPuOaaHbj26h144rHH8O1HHwHZlfjejTdcjxt3Xo8rL7scN1x3Pe64/VaRb16PBVMUzzn7kX2V9deFNGEmc3iOTA6dy/l03jC3rAE4wPmcjUIrhAz0NO7kbJ9vvgDeLL/H2OfN3+dnOHh5LPv97HcJrvl88+dP95zfzc7BgU8Nk9fOY9lefuBUf+gmTqFQgcXiyDcYDoRixxrGuPGGi3HvO34UH3jvu3DZRVtRLrooM4Q7icAYTS7STP4aG6ni9ltvlrhf2vaY8CSV2WhJTmJVtte2RLOiS00Vghggn3OkXC5dHkyIIs+t8GEbJOdJZFHMFhQuKtmDx/ggXzELwVgR3d2sD8/S3ib0eKhKWLMSWsDjGgp2Hha96CxnRWogxnlFhA1n3tiGmaJDK7nvsySxqpjH99iHGjX5Ifn+YzAL23ZcYRJh9alSqYLJ6Rlcd/1OPPfCC9h/4BDi4RA7rr0OBNuk0GIGd75URqfbg1vIo0U2CdMRt75ofhKXnGl/7LG0BUSgpgAmBShiUU3j57hA87oY0nCqPZuAfL4GS3yzSAzngcRy8sQKUDuWolj0BlTwCG0NtDt9MppK6XEVw8BYEPXgTsWuM1aLYQlKsBA7t9ttkBaM7nWGuEyNj4vFhsV3mmst5J288PNGfoSfes97hSz+7/72s0LyP1GfxJbpLbAMGzmbmcvMFHel9DLbkFyupEhzC0W0Oz0hfCeFJNuK/oxTPpg8kbG+nM+eaZRxAlcqffmiGORcR4qcZKPqRGidHeeeLSNKLKkYUzBFtYSxz6ViQcIR/IGHifERiecnYOY8qY9UhTvWNjX82L3vQLvXxgNffUB4xC+9/BJYLIykA7liDu1uC07ORhAHcPOOsJ55vodcISefl/tPxxPbKGuvs94zZIjXTA8SJ4bOECIOB03GnWUzB4TtTM+DIdVXo0Rx7+qkkZRhc3qQmC3ulGdcMDjfuHFO8hiz2+mpYtIgoXnOsREy+cZkDnwiluiZyQncfuutmBwfxxOPfRtPPfkELtq+DRddtE0MGXSJuPmCMiBYtszftbUmRkbGZHzIfBMqRspkNWbYbnyIAiFSVCmvlCibHxyXfGxmF2KpZj4o4xmjzVhr2u9Tv4hct1JKKcdUBTLWEtm8+X64vmZtPv5qP2cbv1YP6XxACm7xuvsDxU/OAUUZGcQDhKymKaFgG3cmhBbxELZloVYpkjADP/4Tb8e7fvwduOPO25CvFNAkH/zkBNpBCLMEBFYOgVPC7FVvQH5iK1qsQJsfhTF0UbE1mKGJql1G2I5QMoqoOjVYoQUzduBENtDXkNdL6Cz0MV6ahhk5MBMXCcP3jJwYlJosi63n4JbHcPVNt+Gq667GZ7/4OB7ftR8DWGh6MezSKLzYgFWsSVL+MPLhDAO4eggr9oQNhinuNqfSUFWb5ZynlUtEBMdO5uHhupDOnzP1kYRpberHE7FFhkMYgsDzZJjlTOfM3stAHM/Jjce5cW3kMe65EVfxvexz2V7efB3/CQOI8YfrwKDXRxz6ooRz3vIeRX7FEcbH6jA0DSMjNbzvfe/D008/LZ4KKjM333iTyDN+njiR/UCKQcam0wvAY0oOWAgCUgYrPvswIj+4SKfz2ouMSXMMaHTk2s8t2/M5Q+R4XVlkBGsJUB9TVAND6Jk2RuBJocwOzzqa2hq//N38YMNmrhZqjLSm8B4y0Kea5DR/2XiJD33oseAgbD1E0UqQNyM4GEAftBB1VlC1dZRdDe3FI7BjyGdqBQsuQtx0zQ6Ml0voriwjR8qVMEAeQ8SdNsqmgaptwVttyPPGwhzifhfffvAhNBcWhPlj0PckyYeE4wzdIERTPNBqYdQSdlWcAjS1J3VVNoGrpTIcxnHGCSJ5m9QXLulFMIgNlKp1BImBRotVgFg1Ttj1Jf5MyqSvYz+1UGRAcH2fKjoU2hxfZIXgxnbmoGLbj1Sq4H24toMtM7NYXFgQ7setW7fi0ksvxdTEBI4ePYqXXnoJt956K2677TYJ3ZifnxcvA4WQoZvSZ6yAxX5k7Dz3MhaTIdgO6w9hOEjkNdtC2ug0e9cl4CTDiylFWVh8hEl23DMLXFnzs/AWRUdGJgE+OJE4L5rNCAVXF6WI7VAspVXcidUbAAAgAElEQVThApL6pyBZzP5pHK8cUvOGMd3c/CAWBYsuLmYhkznj8IGDWF1ahm1aKOYLsqfWfc2Oq7F3z8so5PKwDBNXXn6FCCCv1xerdBLF2Dq7BWukdet2Ua4UReiQp5WLRa1WEaDFMrWcC6RxY5iQ2mfP1WvKdx4/3Z60eyS7P+Xe0JB3LUShD+aCUgFMwkAWIBEyHFtin18fZJsUjXS8ETh4fXmwnRjvxvHMe2MVQ4YjNVaX4RAQxoEknVI5nRyv4+abb8S+ffRw2BgbG8GWLTMolAvodBsCmLvdDnJ5B1E8kFLWcUK+aBZCIn1gB6OjI6e979O1x4nHKYSzucg9N8rL7HP9vpKrHOOUVdyzT7hIMAGQ7ZS9l73P11xw+eDinhk5ON9o1KChgP3M+REFA/S6LRZxk/KydJWT0pAwdnpyDBdtm8Htt92CpcVjWFtZwIH9e/BzP//TYu1ZoiW/zWx3X1Fmpp5AjnnKfhb1OV72KwCQySf1njpGEM/XJ+5Zdp1rjJPywBMwSzuR0ixmGhk9ZpEKfpG8ApbnVoCaiyPnaRiSYk+aVv6wPXhOts+Fbmzz0z3YD8ff/6u7FlJ2JGEsBSIGwQB5lmEPQgx6ntwzq61ZhiVsKUmoxlYQMbSBnssc+p0uonYTFQswgh7sxIdD5pRwgIJtCF1YNPBw6SUVkSP1OhV2DfliWUq+U0mi/PA8VdBiba2NYi4vOSo8d7PRwDcffGhdcWs1m9gyO6soOGn97vVQLNoitwvF4rqRjKFAK4sLqI+P4ed//n5MTdVw5Ogcur0BNMsW3vZmt49cvizzgIYZWv8Yxa3WwHSMaMMNCrw0uoLKWJ885pGCMEr8vrr9ci59zvnJ8cN1MBtH2ZjkPP9e30hiFoZqPrLgV7ZmM3SDz4nDWPuD4+yWW24RfvknnnoK+/btw113vQ07d+4Eeeo5p5dXV2VOZ3Ob/cDjDAWhzCPGsVlsbzAQtikC7M2y91yfEzeIBibghvk/sTyIKRQnuZK/7Eb2pKylFuPmOT5jxMw/4Q1SmPNmsw6nQKW1jAMiQ97frQOBAzi7bnYatRVObF77K23CWarRIhtBGxooDD1o3hr0HlAxyBASwfbX4EZD6HGEQWcF20eBqjaA5uRxab2Mv/rjT6Fez4NgcXZyAr2jc3jsKw9g/741MEIlWF7CxSMV3HL9dXj88cfx7b17Uc0XcPP11+LPP3EE2h2MCmBpSFOSCMUqBRaC0JRFmsUexK3JLuSCsXlPYRLAJK+nkxcTbS8R/R0JQyoMoDHoIrZKMOwqdLcvdh5lMiOoobdBMUVsENIrTTpruyyxghXA+Ov8OEU5j3PslNw8Xt69G/v3H0Dg97G6tIK3vvWH8dMfeD/+7BMfx+TkFAb9Pu6//92IwgE+8fE/QblMLdOW2M2yWRYw01xbxehITZIQG6smRkeqkjw2Pj4pOqZYYdSFy6XRcswrImPGmTZWzeLEyiwA2WdlsQfBoZ4WDcneUc58tjofU/Vx5BxTrKW0vjtSsIRVElm9zVLhNmkCAkW6ctfTesLGIgsCkQ2LbBmiZHTbHbQGa8Iw8vRTT+BF05LP/MgP/TCuuvJy/Jf//H+BZbm3b9kq1lZaE//uM58WJYEuMSZpsgT8/LEjmKjXUamSnH4FceihVHTRIyd34GHASnIDRfcjiX1yFRttRWslt40j8vKkPykmPOk4DxCk+UFfwo+IfFnFjKFGHFcUMorFgfZXpVgom7M6VTbeeBVuLi+jmg7UKCLQDFAp5BH3BmJV/fxnPi0FZlhF8KYbrsP01AQe/sZDeHH387jr7e9A1+tiYXkBX/nqAxLu0m43pbTw1DQTrKhUGEIX2GbhFS0WLu1mYxGV2ojQr9CGcb6bko/MRWBLqtbk2NKlGugQ0TAR+TqMFN/AMGGBC+XtimIftsVxppSs010DFwzKOZ6Xc44WMsq8YNBHrVpBoxMgHgzw+LcexbO7nsbY+ASuuuoqvPHmm/DXf/WX+NrIP8t373nbXZKw80f/7b+i21YgObPOsf+4DmRVL7noUekkiE2HipQ2Yd9m40msNqm5RtmiVQ9zZmav/YEvX5cWpjEmfU/tybRCriK2m7Isih19GKvQlGEEV2gxWRVW6V5xnCAMYymKw3LQNhH5BWxs1zNtAvbP9IELeI9Np1ui+QhoZfXROIhB63qhVMUg7MDvkhu3jtAfwusnsAoGnJwLbxCAbAW95Q4urgBurwk7GiAZBEK1uq2UQzn2cfn4CPYVHTz14DcwPlmHYTsYdx1cNDqC5578FvrBQJIIA6OPqYuqmLpoDC8fSfDUC4/jhd0HcNc9d+PhR76Fx3Y9gtgMcP0t1+CL//A5tL65iLnDTdz/rjtx8OABLC8sYWXhEGp5HVvGy1idP4Dm6hqeG/Rg6UNsnbwZtZKNnBYh1A2Rh5IMotOPqkuhjViQioVEN8S7R2+ibtpC88pBRIcH8zs4Julx4RhS8knJsgvoivP+KuckN87JEzfO1e/1jXcfEuSGERprK5ibmxNw/OlPf1rkycToCG65/U347Kf/Bv/3//NfRRn7wAc+gP37D+KTn/wULrvsEklapcJen5qG7eaw1mhgbGxMgDKV2ImJCVHoRdFPPZWKnjMtVHaejcz5R0MZN0ogJtFzCIpjLT2n3+0hoBXaTKRSpQTgCX2d8jCsA2gKZF4sFwQOBgLRVxIu6W/8d91RwGUAOtvTOkqF4JW3hEgQsoqxmp9JK6cPx0xw+UVb4HBSVKhh9uGaJmZGSrBvvBKFAmu2u7jj5uvwljtssZZOT01Jh7/llmtE+fiBN14nnc5runRmTMqW/sgdN8vi02g1YQ8H+LVf/mFoYVusxSTFT0P/lFCIlYZtSGiBWm7UsqSeK7YJWq/IvMH1x0ZiWhgMXaHZY7noKOjDjm24xRICsyAlvRm3LSiYgJggy1GhEtkqqRzSGy3HRZUblTSfC5ZliUuWY6NYyMHrtPDBn/sZzM8tou+xMAVLAZuSZftvPvKvZTEIgoGEa/zgD9yB63a8Qcpbj47WpZKe6dgy3rhw/+wH3o9qrSbhBr/yS7+gQkMiildu2UKZvspk5qYFXT524p/0c1paAzgTeLxfiXlipjAX9TSZjqCXLqLhkC5yH0uLcyjkWJJUNQLjpL2+D9MiWBRkLDOOIQgCntMoaXWVGxneykIYy4JPcPiB975XLDLVQklAEdvyx95+D97yptth2TZKxaLElv/mb3xYBAqtso1mE1OTk/hXv/arSOIYY46D973nftjmEBdvm8HoyN0YqxbQ9fqYGK2IckXrXdZyGcDjZRP8qv3mo3LouD9nVKDFgxOgWqlgbWkRtlNAv9OReDYOSW6sRDmU+H15pQ5SWEmcLOD1CRYKonokYQLXNtBuNkDLZbs/wK988JdlgTV0R6wYY9UKbn3jzZgareEn3/MTSIhAdRMf+tVfUxawiABEuRGnJupyvptuuFZicsvlPHRtClMTY8JFHiUxbKLZTS20foFn+SQBx0msTOcS1kWmE4ZxmCBAyJsWdENV3KOlVdMTOGLVj4DQRxjQ7nZ8OMLGGFVWD86NbKPVJZuTXKD9Xhe1chXvuvedMo78UBUbqJRrElZy084bxKDgmI7c5bvv+wmx5lTLVRlPcCx88Jd+EYybpyz9X379QyK3BmGIX/nlXxAPgIpnlk6T8AxRDtM2I/XkmTZak7ll97R5L+CcVl6Zw4yvjiSGX8QZFEUUYx9VSXjKOhqtI+QLBRA8O7aqTnem33+l9zYD5Ox5tn+l717o+1zAhyHbL8L0xJQs4//89a/iP/6v/xt+5N578HM//zO4eGZSfsaydeGSn1tto9PpiaLTaTcxOzmCUjKLqkOu+UhUMTq9rrl8C8ycC781jx+89TrceZuOKNbQ9QZIOgv4gVuuRrffg1XI4dbrD2N2LAdrx3YUzQHeevt1kkNx07WXCrPGj999p4AKehknqxZ++NbrMTlWE48cueer7lZcsqUu5yibJVy5ZQxhHEthDMo1GqpmRgs4sm8PEPsok9rMdtFotcSToCUWfIY36FzDIug6E9JtmpGgW6xqp4MOWtoiomGovFHpmiTK6AUowBfahzTUbfaEZN4iztF/qXF0ofdwId8PKL8SzklXCtPcfvvtuObGWyTmvUsvg2Njoj6KH7v3Xlkn2F60Ju+4+lr89u/sQKu5hunpaZFRuXxekg6p5P34fferOZ7L4YYbbkSeIX0MLyb1ZqGgwHUYCmblCnYu7FEZ2xTlz5AxSNxLmKgyDmQGAq4LpUJRCrzl9Fg81sQHDAclT76uRzApkLnxxjLhRsHMm+Tj7IDohXTBhX2X18yByn12/VxAee28pzMCAC4CBMkEWRKXyIS4SJVBdnJSw90b+Gh1WyjDgWWaGKmV0e51WKlAKsS5BR2e30McLwtgHR8bRzGfg66FCIIlhDFQLtK6PJDrOzq3gEsvu1QWQVJrEUxpcOi5kkIbjL1lyAYBnWTVg6W6KWRVR6/vhW4MsAquDKbuMEKkOWhpecAdQWTm0ItMFK08WlGCxiCEx9jZQkUFBJsadMaKpsInswhmr7NeyWJT2cYOwYoILoVKWXVotFzA3IG9IKPB1OgUaEHvdFvQIl+KNJRzBVQmpnDgwCF4CLBlehyrq8tAPECtnJP+8Wgx7SUYrRTgBz2JpR4dHcVqg2WrFY+4SvDbiE/iIr4+0DMwnV30pn3mhuU4kPHB76XucVrdGFLBc5ESMLNmM/aODKUmkxb0WHI6aWwGA5nFYkrGA447AgNFzyZDKP3d7Dl7jL9LWqlWu4stMzNIghC6aWBmYlzCFRiWUSzVxB1L9Xd8rAIv8NFqLEk8+MrSKuycK8eHCLC0cAQzW7eg0+wjDiJMjVfQbC0JlV2t7MD3mmiurgi3L+NubVtZRgSssLelrRhPv9F+yka+qdE2PR10lYKx6dD6UwoduvMX55piAW3FPQReT2KWV5ZaKORooQ+Ek1zhKCWo5ATp+NU1G/MLixJGQsWdwpM0j/v2vQwjV0YCW7wmMV3POUeq542PjaLTWkPcihDo7AtF5L9wrCXxpHQBBgQHmoGVuTm4+TwYrrS2MC8WYQrjxtIcBp4Pnd8/z2Q03j/jmiXEiooCQ6tSxQTMP9B0obwUVpQkBguUMFGq5BpoLBwWMHH08KG0VPF6s67LMR6hHCOAphWacpmKK+UaN/YlE039eF4AD5V107agmybazZYsCvwOF/W8WxBZ3mt3RBGhojs2XsdgLZAyvIzh5hznwn/kUE8oEBl+tMpY69TqIz96Ylu9ggcok8/ZnNu8p9BjVTrON/IAixEhpYQkqGYeCsKu3O8jjzwt4XZUzrkmLS8vK4WJoSAXsLF9si0DPNmex7M1JfvMq7ln/1UKZSwsHEW5XhFPHItQPPnUk3jsO0/ir/76L/A//8LP4O4fuguzW3bAzRcxNloWD9WhThcEHIbWRG2CxpEewphSix4DE9VRMnrHCKKOVAaUioGFIibG8uj1uhgp2Qjby8j3HeyouSj4TWyZqmLg9VGq5cB1qliq4rKpMXj+AN2+p6LV5vfjunoRoddA3+vB1+h5cjA5UcDQWwFaS8iVyyixsmGNYXNDCQXyFrqYKFool8qSHB8FvlBu9uAAegGhqcGwaH0OhUI0TmgMimElBgw7BzOV8fRQKZYeFTtu50+2/L6affRK5+J8zMYLxzbnZoap6N35Xt9sW5PQQ2KuTqeFQGOiZlni1CmHXdcBQzUrI6Ng6GEuX5TiOU6hBL/dRqFYgWW7CFsdRH1P8kb4OXpjmk1WVjXlOWUtZaF4TgmWWCeA67TE8ChZKOtR6qkQ5ZTr0xlecw0UBYzrv0pfERwgtrZUzjHvRlXPHIpHmMWnSBWqCemD8lKLYOZCTwHMwUDQwUFAQcVB8d28UcAx3ISLbzZwed18vnlwn+oeaCkieKVFdkDPs1uCUahCyxWB0ETb6zHgGezsnJ6Thci0bdgJF+yCaNlr7Q5KrHam67DzBRyem5dKXyzzTZdzc7WJQqUqQfEURBdffjk6/R5WjhwBQeIg5sLLKh7E8ZIVJ8lgjAkmOImp7ggHNCHIxoMWaCnPHcRioUsSDXuPHMM3nz2I5T5gl0aER3g0b4jl2NNcrAxdDF9axZ996SFZGIrlsrgM2TbrACsDAGmDRfL7kEEugHVoYBD42HfgEAZBjNJXHoJhWhJTd+AAOWQrEodKV+RQkClwdP4oxuuTAjQW5pdQKhek/CsXL447ggN6PNZoeSwWwDZeWlqR9uFY5KZCNjIAuAHzU7maXu3JO/4Gx0j2yMY3zyuLuTItp4kpClRKsqawnYTot5bx9nvuQpkJaEhkMaiO1BAnOjyvJ9Yx9hxToAiYRMFhAqKE3TCe10QUhGi1+5hfXsU/fOmfYbglzK+0kSsWMDVexzPfeRozMzMyvhYWFiQciNfGa+e45vgmsKFAYnvt379f3FpU+vg7uZyLIAhF8StXamKBphuYnpgwSNtPmkZVx6MWTcHCjUPvTFsG1k71GZ7CcnM4cvQoLtk+K+A59hmf1saXv/A5IdBnEi2ZY7Lxtf57AqAJ+Nz1styM73XyBby052U88NUHUZ/ago6XwHQLDJeVxandWEG1xAVctYmXAOXaCNqNporL13Q5H6vtNRqM4WXlKvYLWXYGMC1LqCM55rjAMek2a4tT3eOZjvFe+v5A8WczOFNyE2IBnCoQSBfZwXOQdSXHqpLRAAULWJk/gqJr48/++L+IBeR0v0OZTFnGGEKOAco2JtjU63W8uOcAyvVZhIkqR8z5yRjyMI7EokPJzVhZuqh4j/1mE5qZli0OI4mnjgc91GdZNKODYHUV1S1bpP1ihkmk2e68tmz+nXidnE9UPDOF7MQ9L4jXJXkKtFQIITpXNTZKLBZ5zk2h/6PVXthtpMWgD9lmCXpLx/DFz/0NHEuXPmOFMt1SFGQ0Lpxv//FXuCjLr50mVimTP/KhV/kPr5sWaMcxEOqRhKbkDUcZKvIO9u7dh4985D/imffuwkd+43dwzXU7sNIPRAZRqepHGpYTEzmrLrKCxg5NKlACZmKCHhZdy6GUK6G93IFjlbC41hJlq92PURiZAGmlqKwMhhF6XSbxaYi9IXS7DM0tS+Lf0WPLGJ+allCzgdfBSjuAazoo1WvQXAuNThvNUJEC5EcnoRumxLVShrFgNwuoREw01jTMdQO0Wn2Ra5URVu5ll+cRGopGLkIXkch8B5E5RLPnww8TGJIUy6EsklZ6Is/Ktf+d8QnnJ8dvts5kGIRyMxtbr/Kw+a46HfVX3js9nVzD+7EJL6InCahUR4SRI4yHqJfKCP0AKysrGBmry1pFbJHLF7C4uioheprEFqt6IOSvJxsaCRHYxxzLxHPcGKrLeUkcwbhoQQPMwSA+Ose9eKFlTNGIxgqZSjRlQoUFqej1MLRY8ghoRFWh7QoXrweAcRBw48LCycnF5dChQ2INkje+S/9wUckGMBuaAIQbBzYXHcbWnG6LpWgKKa90hHQPuWPoaUW0ImrFLgZGapU0LPQ1CwEFnk/gmkMMF/2QWcdlOJqFJIhQJEVOpYoCF/T5RbT9HIqjY5hbXUU+P41SyUBzoKM7iFCoX45u4MEx0nx/wcapuiRxxio2WQXTpowOMiz5wbRgCDOgTWrtKl66ES3j+cMR9q4AZn5Jwi4wkBBrML97KQb83FEl0FhPnvF3IS1ApwfQpEOjMKCVj+wYVNFGJsYlNo0aIsWZLNJDsrZ0MDY2gVa3ibDVQ6FeQ8DM7GGIo+5e9DtNsSbQ3dNptFGsVGTyBbHS2lkpzczlZOHuLy7j6Ogogn6Wma5GdrZYZrhP1uHsxSk62tgU45hZCtY/pg3FhS+VB5nGJD/BaUinIfmzQ/ikiVo7oqo6akMMBgFsx5HwCwLUKAyU+0elQ50EoEkvxgRBuifnllbgrLRQqNWx2vSkYMqBF3ZJzHCroIAyY6UZNtJcXUWhXJZxTGHBB7X8yclJidk39CHm5o5IwlixlEccDdEfeOi1V2FYDjxvgEFnTTwbBMyqjxXFIe8/o4dSrCXrLXLSk83hAye9ybtNTKk2xeRBJrR53TYMXYWqxGQQIGONVLBTAoctqzZao3V0+02xknMec5yVUn5WziVaToMggSdubjI2GCgXSyjlXdhFF2ESo8JQGstGp0GvwRClnCvxyKS9Swp5lPIl8exQyJNfm0oIk1biXA6FYg6Rxxjc89sIoGeLowKAlerEiUQgrUgnpW2pKEgMfgTXMhD2WrC1CEW9ji2z06J8n+nX2SaUZex7gmcuIszxoPLd9SIUa1MwHGUsIPBg6IWm68gV8qKgERTx3vn5ZlMxa5ALm8nH3Q5BlSmVDLn48bf4O+wLys2lpaV1+XlqAK36lPPmROCcvWbCLt9noirNPdmeHCFccph4ynZMNHoalBWa8pxuf0bHUuFoLs3h9lt2SpKkkvW+KG50HavEnzO14JnfGxkZOekD2VrIN7JF+6QPvQoHKMtsncwCffSivhQq2f3MS/hvH/1DhP0YpUoeH3jPfXjfu9+Hyy+/XOS5VHazc2g22ugPHbTiWTA8J9KVB5kKNmUODTLsg063japWhV8ooW2V0c/1ZDwuNzwMKRtdFerIhF0/7MAh/QXHqzuEjQLa3gDuzAy0Wg0Lc3NAkkep4MI1dXTaLQSdIYKoDMey4Wo2EnoTvFBYlMh0w0TUfL6IKIgk/Md1c9CnLKHUO9DtwzYimLGBYaiBBVZ8GmyEZpVqtyPzo8GERt+UMtDDYVsqsBqaCcN0JNxvQ6a8Cp1yjqegjCJWIlhWFldlEOBcympgnOMpX1cf5xAqFvNiXWa/8b4DJryyrsZgIMp/v9sBE1bZHmT7oa2h22MRK2ednSeMEkRCtZMyexkWJiamJDeA8kFL2XgoC0nd6TLBlqXCQ1qllRw614ajzrweNktUxRcii3gmdU7msPA+WKiKxeKEfIAyLRxgGAWqEiGFRCY0eFEcFJ/4xCekwAW//N2+8frZcdwo+LnA3H333WKROgk0HXczTPZRtjEaPxabXXztmQM4sDdByeKgCBA7ibiNc0zyY+JOEoJ1A20jD7qV2cAEtKQUG9BtzKxpWg/9QBSRIKBlIZS4Vn6fIJRUba5DCrcujISJUirbO7s0uebUIsLvbN4oFLONFs9A1yRWiJpvy08wHCth23QRTnFUBt9oyZJFoOkFuKgwgjvf+W782P3vk+Sj1ZUlSQLkOTMLYbbPfoNUVbz+fKEkII6UcHz9lX/+Kj72sT8F6dW46FJw01o6SDNqCS7ZDzzOJIDVZkNOyYWaY4rjjX3munkZb3xdKBVlkecHK1Vltc9lyRmMBVfzUs4j1psUOJ9p+rAtswe/yPbkeOHDEMuk+jbBDpuWvNbUStkOGkLs3/Mivvj3f4f62AiYuGBSYRlCrPA5h1nAdNsr/mQJv0nd3XKtMkEjmIaJdqeLf/db/wErjQ78WINTKKNP65cWCWtGu9WCHwQYr9cl5jmfy0lbyvgcDiV+rNVuC+0dY/MD38dN110FcoivLi+Jt8OwbKysrMm4Z4w2mUzI5JFtqv3UAOL9qWekAcw+cfI+kwsnvyNqHLwwwsjYzZg/dhSMT2ZC7vTkOP7Dv/93KLiOWIwkRi09wabhKwCabceNo5zeFrJ93PGWH8JlV+5Au+fDyhXF00E3H117pDtjXGytXADjfYXPOh7ixmuuQuANpK95n3QnTk7sEGsFFzZaLRk/x8WO8i0WbnWyRpzqzs7+mM8kOLJPEB9S0KeGCI4eQkBaouX+WDyHC217VWKgTT3BtTvegH/9kd8Qde10v5idL5NjnHscw5w7v/u//yfsOzhPlCdhQrw/vkcKNJpSeJ/j1YrMT56nNjup6C0rBZQLOUnqIg1eHDJbnryIGkqTY/j/2XvvaN+Sq77ze8Iv3fRSJ6lbaoVWaglJIA1ghARIxh7AIhgQM4glg/EiGS/by2Zhhj80o8UwngEHMAYRlowBj8FgMF4gY8YIBNhYBsGSkFBWqxW6+/XrF276xRNmfXbV/t1zf+93w3v33fS6z12/W+fUqbRD7dq1a1edfp+TGYZ68IFnamImQvoIcGyF7nPo7dqp/bSTuuf96NAlvlPQnrI5zzphxSKc482Z9ex0X+y19X/9n282BdK/s7XeH2gRV7m4LrdT/XvFe/sdz7Pp/f1s/K14hk/x+0/tS1qlJsVEv/P2/6L/9xd/Sd/8nX9Lb3jD1+plL3mh7bepy5Y49McOUUpS/f57HtN73vtzWmMZmo1cNgqFJWX6GD93boBq3VxaLySkAWnxSGOV+mrF5CZQFxcjyN1NJVZ2KJf6MPIN6lDeQk8aDkIZSxiYos2HE6CgJP2A9NAFzYE2dFrSevSUwWLHmpjLAZwcSMPozTuSkXc5kR6ppUf/5X/Q8r1v1tXPXLKPjXW7pa3osSLF0Mjc2su6FTS5mTKY2KJAw0OMK/RRNsFhbX3jG994M0WeijzQm82snOH8p3/838XxnE+sj2zFMIsri1iIV1aWjFGYwKMPtDp8iTqc3lKWE93BlzEfvSisvcHlEEWcFdiRkiw3BR35NB4j38ExY3jb5BQTN67t0ml/z+Tj2xnAwcfgmm6c6AP0Tyb8rKqeP7ug9//ZH+vSxcf0tPPsQ6HenOOAq7opPBB4MAA/7mGIk3w128797A+lbqeLjjexY+ISVUWtarSpdHBZWTm0o7s439iwSAHeS83nz7dqQjYkeLA6TcMQu8//YYl9n4mvTxbGH4vnbFVUDPMljIpcGTcVwYgcIaRWT0nWMmEUWx9VmOuL9hgfRMAtaGDVjMEZHgkuJp7y+nB2AnB9iq2Y3RQ5UjUnD1u5bs3dvLrtHFJO4EDZSrfO9fT7Zs3zrCBOGvAX+hSDZNiEYHwbNwz2Af0AACAASURBVDbCXNaJozIAjv2ZL3s1nz3ey6YttJOLc693u241/sAZpyagjNpIakthLuBycWrIXvID6LD5OzzInPGkNHyNy8rcmYI4DJAh1FDkXGAaHncAehYbAUvbEx9UgW7yjdPBWui0wHzCFRputPJJKiE+gfY6yq7d+gt8xOScMPTJVP3BKEyAvB4rbW/XnJgsNIu2mZln/2HKOdARJi/rQCHnaRuqtqhmKxecE51m5ioFL9kuefCA21T8KtlB6t2Nfw5S7n7zMinEj56xA8PC+mrw+e4uLZjigEJqE3PwzZnauJ4VQ2WjTTsBKM060wnw3P7dcNeabZPhG7fNsPJtr5vWPHNDMkPOFk1CGT4t9KcQNvN6TBO/of81y6rikYtNCYdGEzaFFUlL63WmMm2JFQuMCUmCWwp7nsKelnAWeajtJP5n8s7lY4bJ6xmj2Els937bZMbCotJwUtjeJazLzLrYP4GyHFygZiVvkweoyTLdZBhaehMibAoi/cbleJBB01fmIgIPY2tjrGDRnj4JCdmjlpRlaQr0NkaPm6xAzl4D4FZVx3MXBpLtdQOL/7a/uf6J/A47xGYAJw64+YGD03wFBg6WMceJh/uFy3HseCKf42ov/mjm2W99Jymd07+Js+b9ftsKDinL+Y0yEKZe/k7lOO53en/c+KV9zZ/DhfDczwX8s/gkzn97lXPc8O8Hxt3SOH0dB7vB08QzZfK8m8K9W72n5R0TT1c6CMFPEw8HhX83fB8HjljNAz5WSoDN5YPzB++8b3C/V//YC4bjhh8Ydrt2Gr/I47ywW/7jfufwOf283cfdrltdP3QC1ll4j5u/DgrnTu33eFOgqeSgguigDT2u/BDeBTNtQDg1mf242vVUvScbA01BcbJbenStc5xQowuYvWp3BeHJKn8cfseXh7vh7WbwvFt5J/kdsM7ixOGf9+5GYZkt+0bzHzS9w7JTO54ajw6K4afyHyYGnqz86f02947rEY7sneL9/UkJZ9vpcHi8h/ttL+mbZfj9fvOftHQ3Cv+Ntv+042cveHfCX5NPdivDBQxpmmXdLnhrwtTEiSuGeynGnn8WHzvF74br0/huL/zMg8lxw7tZvM1Lf5rjmrA24SV+9t1phRMa8mvCxDN9qGncmQff7U7/eTCfprjbhUd3wrnzKO+bsDZ5eqe8pzneYU3q2AMdYAfKE/jzSQ0Pu52nXUA12w+uDoovL2+/5Xj6k8o/N9qu/cK9n3L3g5u96ttPGftpy0HS7NXG/ZQNHE1YvEwP91PGzaRp1nkz+Q+a56DwHXf7Dwr/XvkdP004PW6vvLfre8cF4c1MwJp48bKacc37g+L6MMrfq8xm+4/7/qD4O+72H7T+00Sr3WDdiY7bFGgK2CnhboWfpHdNgu0HFrcQ7iftSYLzuNrilkXw9WTAGS4+DudsuB8aOD963v3kOU1pblX/ud3xdJpoepLaCl84b9Au+tHt2pcc1iaMs7CfJNo81Za9MeDy0VPerrzr8Dm/3u5wOrzXncLhL05L6ARz4ePtdgLuNUOHwb0MF1ye18t6MofgpokPx7Pj6nbHzawAdHibOPG4eSH5/fI8Hnr8aQ6b8AHHLGyzz7OwzvLX7Punnp/cGGjK5tsREy5PHc69XDZuRxzsBpPjZac0e8mXnfIdVby3/6S38yD4cBg99LKA+XaCuwmf308t0A40ob8k3EsBbeY7zntvs7fhZghHGTeTz+s8iWETLzcDGwrSLA/cjni6EdodFKc3UteTMa3jl3CW956M+JiF2fFD/M306dnyTuszeLhd4J8HyzzZe1ppdbPtbvK6l3G70NzhOc2h0+fJSpNtCjQd1pes9zqe7KQQnY91cNZz8zifecJop/Y+2RlgJ7w8FX/zGHCeooQnk2BxuJ9MMN88lzyVEww4z9xoX/F8TxZe87EZuBnr3FLteDit3PRkod88+nBkoZ8TPe/9U3EnHwPJaDSq+frgaWdkFzCgHAGDYCEO2Ha79hJApx0vu8H+1LvDwcA8nprlI08zG384LTrcUh0WDx0mDw+39qdKP80YcJ4Bhnn8wvud4nfKc5rxMdt2zsF2hXn23VPPJx8Dzt/oIvyY+DSNfScfgqdauBsGtlmgSYgFGkJzQezTsIRKe2FUGHOesN0NAc7gO6W50fJ2Kue44mfhu9XwOK/sBN9p4J+d2k78zeCvmad577hvxt1O+HG4HE7w17zfDc+38zvHi4eOE0KPc/j9nT/PhrPpZ9/PPu9V3mz6o36ehWe2vf5+v/FH3f6jqg88zP6o+7SsFO+EJ6fvTu9n6b5TupMaP9t+4GXMvB2VaKflLMwnlTb7aZfDtFPa6xTonRKe1Hi+HNhUnAGYWTsX8TfKqHsh7KTi4UbadSsY/MmAp51wuhf+5uFmNm6vMnaq+6TFOxy3Gr7Z8k4a3Dfanll4HG/zytnp3WwZ8/LebnEOMzhp4qUZf7vBPAuPG4iA/7RPuGdh2+vZ6bxTuiZP7JTmuOOBodlOnqEptGzGH3c7b6Z+N6DN0snh8vBmyj4NeUyBdr9n75w8e9xeLhAnEUhnzoO0bZYhDlLWceZtwtFk5ub9jbaPMr3cg5Rzo/UeR3qHk7qbsDbvZ9s1L88szjx/M+1sOafh2eG4lW097Thp4sLxMwuTx/sARB6Pm73nuZm/ed/M06z3drkHPw4jod87Dvz5doF3HhyOA4fVx2fG66cs0PMwdnLioB304jqNutRemPR+6KGnd17159s1zAGMjugKM4Dzc7/oWcScNETQVpzxudwh3+Gh7TcjYBxmwtPOCA4LcNxqeCjPJ1078YXXv9P7kx7v7T8M/J102G+0fU1c3Wjeeekp77T3P+ByvHjY5KV5cfNw4XGe3sPbAT8OWxNXHjcLJ8/A7Dj0dLdz6OMZq6nAz49xjXhWYG/na6/x5aTzP+13GHyy7M+3A90c/83+6HHA5/33doB1HgymQM/OcCEwCnXTNWJe5pMS15zZ0e7xeGwCphm/V1tdMJGueX/amR1YnLmbjL0XPnZ677gh5HKhsFP60x5/K/A3izPHidPFn09r6LzgofMZod/vFzYvYzbcb/6Tlm4eHMQ57Zv3+8VVs0y/P2lw77c9TZibsMy7b6al/Nnn/dZ52tLhkujjkMNMHEr0zRiIThv8p7m9q6urOnPmjIEADZnwOC0ZO/3+tMLo/dRD4ODe+bQZf1ph3K3duStA7ivMsXAf/OAH9aEPfUiXL1+eWnV3K+Q430EgmNCZE+UZhn3Zy16mz/qsz9qdQdEBWV2ppaSuVGWVBlmpkaoYXaqttoEXFmGkxJ7iJsttgKeok9jzjzDc1gBVVr+Boyy2oqQ51qpUHWXqKVNOM4E9keoAUIAr6MQhvlG0JYnpgbFMaxWqNVFpNYZ658OdTFsy//3R4muWPgHIQM3KUBLuaVUqZpetNDF85TUYTUOaJPBBRK0VEtFo78FpYjxl0gSJoqQqNE5L9bOAO/KmSpSknvMk4mcWX9c/l0CcwBW1MqVqKVG7ltpVpqRK2YhwHT81WGuL7xwNqjROpH5SamJlgien0JRtrZd5lsC2x4W/LR6CZ7xNW/Ii3NXGGQGSXIkW60QZ+NGNrAxVqllJAtt1ojKtVKShF1bGm1BhOx4CF19PN7B69PLq+nYgH5Af0LCm05hoAkKuVJlqtZWpW2VKqyQ0O4ovUji+Lfkp/wf0LsORNgCLQQgl2RSSWhpsrOm9H/wLvfcTH9Kl1Stqdzsngo43y091lH8+Dk1JWKfKq0TtfqVWmcZxCp4NMkBJ4JAsCXHTfCfs5uUvf7me9axn6a677rquZadeuUT0j0vVaaVBXmqSyPQCeDiLPTM1+gQaNfsqPdylQUDMccijUPNWOyprdeiHQTVEetPuNuMa41uZKjMxFWDKmcm66wP3i4uL+sM//EO95S1v0ete9zr1+/3rCN+McAW8GXeU9zAh50AjaDY2NnTffffpl3/5l/UjP/IjevDBB6ezIQSQz4qm7QMRA3YbIqsyvfMP/ov+zk++RZM7uuonI6WtTGlh2NIkTYX8zupKmVlfK1OS0joOmq41HWU4BSQowii2DKq0uFUSl6rIM00mtZazBWVPDPXmr/9OvfH1bwhSKJXBhNjO6jRKplAosAbIA3qSOKQBNEz182//Fb3tV39Ba3lf47xUwoDMABjhr+HKpJaHHn+SQpqKADc4k1pFWmlks4tUrSLTyjBX+9GR3vXr71A5NoRKnaAE0anIh5LNvYvxoAzUyh2fdeS7JNU3fev/oo+dGepitqmy7KuXt6URPAXuo9Z9ikIUnlE1VGuhq8GkUrfI9bR6SZ9zzwP68Tf/sDSspCQz5JSmZAdegsOYetkkBSQarwREJkmtV3/la7X+3BU9NrqmlTxT6qsdicSEEDbrlFJWkbUOPHwMeDOFLwkDAX0tqRMTsMA3ziBppclwqOXFnlAUJ/hDVqnOTHLddaXWN3zpV+ubv+XbTOnN4uhiOmTCA0hpXPa+1mjC6hoGg5b+8Y/+Y/3GH/9/GvUq1Vmmwia25KxUp3AkEzfKqK1t3j9pd2V11ErhTzj5GPBn7UlSm5CPMyYHyKEA+STNlVUt3Z2f1cLVSr/3M79msIzHlVqdVIhldC+gjKhrIOv03LqMDRSvVES6O1zTcSuyQ29hQf/xt/6DfvDnf1Tt5z1d4/HmNrl7HR2tbx0jfffiK06ZZZBgDKaf82t3JQTGxYHuG63otS/5S7pybUNp1lJZVypqjDhVsL6PRsZGx0VxDHfoHoS9Xk8YIDHi3X///XrHO96hV73qVfqFX/iFqeXZDZVYok/96gG8Vaf68Hvfo6/7/u9Q94G7dU199cuBcuQyp420mOAlQk9CXqc1/Rz5WIf+Xh2f/kQ7fPyn/zHOoN+h+0wyaZSlGmeJsiLTM7OzuvYXn9Lbf+bf6bl3PFOJHUco5a48o4ji8gBhYYgv+7Iv09ve9ja128ECe1wMule9tBeGBQ6Yk0nAtWvX7Lk5OZhbjg/edN6q1igvVd+1qNYD59Vul0raqXp1UJiGeZgF5zBFzUwlij6oYBciD446upDBltq4qLlKK2NMnlEw4NQBA/tEaqkjffSKql6wCJKhQif0AsgESBEcbikiWEKsChN0xlyqNc4rrfcqdV/wdJXtsRIUpQb8WMh4TlNUzKPFy/7ri8tNBjfWvFKJCfRU3Umms/2OLl/6oM2qmVEzmBmeI16c8mDH7yNXRIRJFUt2eSaVE6mXK3nGitpnF1RpoDzLlVedoNwcId/sHz970y2vxsrbLZWjidrDVNlqSxNkJhf+mZzDHpXnLdxQ7vZrgnDNUYdrJec6yp97Qd32snqsLhkFgvJcYNSupG6BwAtxjLVH2e+a+KvTsAqD/T2pU3WK3AYIli0qFMLxSFmrpaqorL21cmX9XPnDQ+VneqYIZLa6sYWd7Zjxp6CoUzfSB/v8psY68+L7tLZYqG6hQEtjJrgoyPAkpzYQ+mpILArDt1MgvN+bzoeBX9qFwowylOa16rRQXjKpT5WnLbWKtsaXCqXDvskiF7mOEeu2/nCKQ5cdUCVwwRZkKGY8FZNCSVkobyVqL3R09kXP0jNe/VJpJVeR4QcNJa+n48mWv5Um5cQUYoYPW80qK7XbXdVFpvwzm/reL/hf9Q2v+nLVVUudbjfIXyydyAGzDG7J3uNkAfQQ9A+URr9/61vfqj/6oz+yZl1nvDvOxt6qumFcZMliS+U9i0oeOKd8YUW9rFCHlUdORLNJUWoKNPK6hd6RVEqz0owhWZXECdB8/t2Jr29N/FaPAyUo960qys5cqrNEdZYrHdTSuKvqscdVYUBjPENuVcGAZkqn+wszKxoMBhoOh6Y8wwy7XcfNGNPlrdhInrFEr6+v7+3DjeFvMTDBaDzS1bxUfzFX63xXk26lKq01GozNQjTMmfXKlvMR+gh/nisbsKgc4YWoO7qQNuQVzBmApz1YvlD5TcGoUpWdXEmdS9WCJksb2sBNJS1tcdRXv2Ddm7kmeaLBcqKrPT+Ox4ZjQ2gwGqaqzQR9tHjZLx2gY3uCi0aYECGURzm0ZXUhscnIhJkyGmDKLDpMmxDcPrEgtAEw0gDDHrfMH4hHsYFHirLUsCXVS12lZ5mdS8Ok1qCsVBohjo5v9oufvdKxErOgtvI0U9VKlS1gOZL6k1LDulAXs+qWdmC3WxxCTwmwoz/irsFfoUKbuCYstlUvZ1ofDY0W4BNaTLBAS+qFkyo1wupqDHxM+EOYRprTHztFUILgI7OoqqU8lYpx5KM8U9FONb440sPlqlk6TP+JCu82hMVOaUu9EY8ub6u60qYKXV6o9MRypSqXiizRBF5j5QfUs+rGJHtGgeadtTkuegQL/9Hjj8WeXkm/ot8Fq3ibWTsT9BQYai0v96TWSIUmAkjQYHIvGitNb7wZ4XVC8gCLARUt6rPNgptYI2i1EEykDRY8JmX5+SU9kq+rz3KjFzIT1jXjd6OSmfc75TuKeORHXtRKysoWquq6NAN0ty4Ef7eqia5trhsvd3pdW3GoWXmKKw9VxWpoWAmexdtRPbtFGb3DLK7x6FyMd48++uhRNeNY6jHXjWyoT+Z9faZb6MyS1F9KNc5TtXE1q1CgI/fFyTJjLXIxrNDRl1kFo/lHL3/oewkKfJQppg9YV6o0ytClGNPaZtgpNnMbvxlvJq3gKEezbRMhxIfghFy4caBQo4QuLy8fC3H2WykncDDAwMg+uKysrIgfVmmY2gYSW7LcXqoNyuiWeHK0ExNE69lEmUbarAuVVa1WFgT7kHTMeunAaIcIMgVTv1wT3V78kTwZAxgD0j6kcGWW4gEqclVqiNWibpkYruqxNjXRWKVaKR6rQUzeSENRA7jAaZWnWssrXWuD4/AGZrQUQYNml+GNFH+kaVne7ioxq1eKKE5Cx8E3Fd/kYVKoNBENfCw1mZ3R4DMFGg8FAOYC6CjY6YPwlv3MWpiYQjBIKm0khVarUqNyqEldatLpTn0/Y0mnJmCisT4cq1XmKlmiy9rq5Yn640KjBNeqYIoGNabjRkEFgOCNOLgjcAjWfRToSv1qrEHR19WiVicFm8FawTJ/kYVc/ViiKVpe+JFjLrbeeADfg0S0yxRUm1nBILXw0yxRZJJcaZt+mSjtpRriihBXNqZ8NAODKc+NOBuwbSWE5f5a61mla60yKNC5zA/RMGoFxqV7mJNGOZPayBGfQ3du1HB0t5B2bOohCjSKXsU6mVmrJubrnahs95SkTLVs/XeLj6y7xU53dE0+nJoiDaCIsVIjZFxut9qhs6BE1xMNJ2Ot9Td0ZWNNw6e3tNEJKw1wo/cpD5G/jqWTFrKStJjkqouJUk4YqQql41pl3lYyTJR0Wsp6HbW7uEAF9q2KWq1OwBJuSKmtfB4OWfZTKqvfvkrPaoFf6E/nzp3Tww8/7FFT/YQI11WmL0/hjUnmrK3hUqbhQqq8l2i9XWjCkrdZngspZwXSfCVMLGWmQNeqmD1DRphy2zL4ESMCF7bY//KqVgezsliNTjVJK5WTDbUKabmo1C9GmlSMUOgBoenmAw2x+eG6gUKK0rmwsGDK86wAP2Lw9qwOpd9ngSSmvbQfKzoTgKWlpR3LAFUYsowRUqlsJ5q0pUmr0ridqGIVokJtSlXlYcTnSMfSFOhomUd5dkY46pDBuum6jPIc2zCeBGd3lozLcapxwRJprcosqmGZYqu774ii615sqclBCFCmWH4lJf3EpTRrHLQFkX7UeNlnfXWdatxJbCkGMPCHwsLJTKnKzKRnG/9s8GYpp5g67kw7XQA89ibHQVQKQYXbf4pWpkk71SCX+i1pkqeqWJ7FPAkPOd5OUQj+SvpFlapAGcpyjVqVhhmWocR0NmOByEU26QC+CCNytSxwm2Eyx8ZdXuDAn0idTOrW1tcYKPFPL5jfo0An0gizMx2YPPuk9y1PZ7wd5QD3dMYibp9hgMBJdzIKODKFFpnCZuVEWTdXZ7Fj6mOY4MdBNaIgICL8R6ZZdsBP2FbHCkiiFNy3UyXdjE/ShckzCcEHigUzRPNvYVLtKhX4Q07E0OsjPGI8IiJGptjLrFYwTGKuOUymUpVZquFwrDyJeyzwO4zTrUB3N/03sXUK7x33kQRTCFgha7UDxNF/FEMFzJC2W2ot9tQvNlTnpcpYxmwY6Lwll10+n4SQLrxKQ9JCSYqfPmGpbs2qaqJ2OVa/GGpQjdWpUtVFrWpSqIVfLaQvC9W4xx3j5UozOgf9lBV7j/NmNQ14t4Pi7HARMvIDL3xpRjRkNP00TVRBM+SRyZ7QV2vGVniYCTPyxjZSb40JPjYcTZiajHbbAntUkhKLdGKrwqzS0fa0ypUVbaWtnK1ytrGZV1w5BIXorojiCI/yeeXKFQt5PsmXK8/M1IGFZ+65sJ7vNgFA5pRlrSRjBg8jsCOewaY2vywE1biYxAEpDtgM2qRB0lOAzfkDom1gglkYoI4iZEzk59TE2msW6DArKMtUaa+juqC9TANqO1WipcxmUCGbaSE7kripMJPI8Bk3ZNJxSlx8wBHwBi00VG6dJjpZHxU+brge2SDNBMq0MdYH2QBWJxpWlUYVvqZgwIi+5bdBImgfBy3LtMM/Zqthb29mFvuSZXbz90uVoDyPoi/CUfDLDeNnbz6u2m1VRutKQ5XC4QkYwSRYgz25nEWneCMSBQFfObvAE9gamyXK3GhAz2hsvv3WL2m/r/Z4BWhhXMeFv+CdO+X5qsiCsZd20RfLMhhgmHnTP4tK42FL5XikmqXrLcwEOGb+bw24Ec743sR8kqicFCrGE5NbTPjDzA4liwGKGQo0nCmURyeMvdubzoeCX/oabQRPtlKF648PqlgqgoKd1MHP3OQqMgbOMhnsAnAOfKchClAM/1uyBIjmSWSTu0zIsMwjNzKMJ4naWW6uTXvSB4LTf05U6PyaCjeuugz7c5iSsjrBZtm811GehjOvTVS0XF4wmUSqxAnjMdHbV+2hD7qH6yO+8n1MzTqSasG+TefHYwS1an64E6Ec20phdBQ2YRP0J+vmpqNEw8NUgT5CvcnHQTpbi3pj/6srjWkgfdJYi37G3rpEeSsT9gqzWcTTlvBQyGEALM+ctoHVGYGN0owLxElXnuESd9iHcX3mR+gfVyHN1iC0xVcwPIvyC3EAM+VyUqk1rmyWm2MpMmNYmI0UIBSEm8Cj0wZLE34z4TKMO+aPJESHwAoYQEC5oA0IGPPaZXakYjRSNoGnW0rL0pYoOrYEEYRpVN8ciBsK6TyLaaYh0zJOI4kKtKGkDptf2KgYufHEhRjn7LQC61A0j0lApCZozFiVR6mLao4PQDthCfTPXHGPcdwGx+AYv+JYoZqH435CtqPnn4PShYWsko8YZS2WZTSq2BAUjpRk619cl5hiZA56grbAZgxGzBR8VMqYlI0LVcNC3ZT+l6iwH7weSwm6hJHrOPGX2AZAelzcRBj5foxHR12rneZqJZmtdHFSR53kWlaqBY7oKm1ty0CaJ6OmiLMeHaS6T2gtLCthfOZIPNPNscyjM8PX4MmM84F3fZmSMrG4mAUSlrdij4f32LPBRh1zarUBN4oI0yCT4J9okzFWNBhwE9u8Y4YOrEWNJfMmrk7l/XQciSIoPkNnk+Z+TAurpmUh9uxMhiPlC7VaPkmayjFXAipVvHOF4YSF0D+sKAEsfbs0hjTLn0nHyvoQ+yKyOrdjMo0NbByuNC7Gah+zgQ9FmR96CH3YdRDi3Kjn/Njs4817f3/aQobIBdU6W+daUUuLdW4Gtn7FsW9SwSZCVGzcH+NpGy3MJHWiSZWFTYSxyx90LLqZ/KY/TQf80GdaphUGKWs2mvFImlRKR7nSyUTZeGInjCBwsxr3z3gEC8ozF8/88O1BCfVTOnYiLoxynBcM68xIe/FHQjn2maG/m9dG9D0m9WjKCJr2pFSPgSdtCcfYIquVTILltgDRpLfFRZabQolTC1IYiXxEOpKQpgNrIEFtjBnOgUrU4WSgeEQVA3iP0zDo4Kzx1ViMOYMYNefGLuqLcw7DO1a0imV4FE1jBdOYxYYQrtQUHrQdEHbSQgyCCG1DZDB70EyUIPviF5taLCL4YDrgAEaeJvbs2UC2V+A1TFGMbRj6lTJj5SzJPFdRQo/S8BNQcxLxszu9GOiStKW03bGjyDrjXJ00VafVNjhhzCQNLgcBM/H/FFdYZOlUwUWB1b8FtbTQ6arA+lSzwYyj2MLRQjZ5jRZnfP+DG10s7Fj4C/6GbmFixJQhsxMw3NUgsVNYUKTLkhWrRFnesjw1gy4fyGjy1DYkbT0gw0ItKOWV+X0yvTfZy94DcGT8CltGlSuKZcoHQybn3LoJ3aIiHc4Y2p3OlvpQ8Av5g6IfAAyDGKeZBM+OKMc5ntO2mebWD61vccKJTWjB041KsS3cnqi7KAKmbbLxKZ78U4VNlXaePBPMPFNvqafVej0cCYC53phke8hSelBOI56su7jR5XhDbD+BTaG7NcwEa+xShgZXSJvjjjFvlqrd6ol+NM06RdzR3dAudA3XN1CaaTMGvb10p6Nr5WHVxJhfqhwNVU8mYeWwqpVav2Syy2kbiblsYFyzY+yiqwfuO/Ra9IMgWiLzH4qc2Um+yTb3G3ZoMzoTRg0M54gl88oL3zawgyNwGbLJKn0M6xqGn6iAmhCOLhAQn2d3jt8N/c7gu6XhVAx8kbFyc2Yzs7Vm2Zz40WRCtyrvpvzO1kdaGNbhwKebAYb4eeVYHL3XenCtNr7UuHNMSrWSRGvDsdQOO8RtBlXiQ4yOhT0AJIfzZ/GZPa4ODEPmRWWHfMOFtKWowiCeo+eaL5mZwmyZdyHLNRwMlE83XsRRdhaZjefpBCEqzhnW5qi4cx7nhF2pnPwRR2gb1EmbBrxDjxN9QTw7dQNFJLaUjl9z/nAwjqGSBPeCDVcPQQAAIABJREFUoG6QKhiEGi4FEZWOUeQAmAqGwEpd5q3DiXrM2fsDtXNcRUoVuA2d4vE/g98mpUpm6QV+4pjIClva87OwbU7qTGCaW0PnwYcR4WUbxdiTUGiMMGaFiGOEbEmNSSw4xyc6FMTufegD/syS5eUfaRhkAVXCI+CCRvEXNjeWytv42BdmaWUyMa5KdVGI27m59ExZzvycXYnYDoT1ofjKZZn1S6zydnQlO5vDCTycwmHnU1MELh6xAldKtskqp8X26o72iYkFFzwADgwU/OHDJmdxMkPJykTLNpimaWarORwNCWjzMXa0IBx2bcDIpmbCLMvDx1PyVIPJSJNu3Mi+YyOcw3ZMcLwvEJj4748LJXbme4lWo3bWMYNDVSJLwgEBRm9m2baCwuScheD9TEE1XWF3YBmnXHdxncFD3s3qKJ5vNrS+GcdD+iZ6BxdloExjjOTyftusw+u3BKf0HzJNnDSVs2chuCdyOhfGFU7gsIMNED64xWKgZSLIyUlRINl4eYydGEOMXxhk0KmYsoboYJyFlqwXI3OC3KltYzNTANjxUC+YyD90gksIjOSzNRRn3vHjgmm5Zt9b5GH8M8JGc0wsnyNWXOQw2DAm8uwDDyHZQDD3Fr9Fg8No5Y5l0gaUCJRl7lHY3KWomcnbiaLBzIoujQIIXDDwQfQ3ykOgBYYL91a346bZkJN2b5OMgEPwCJ6KhGORwtGABpozQ2z7tseIS141VlinUMInzCvMzQf/KSY88Ud9lH+c/DNt6M3eRPxxdi8LDsDGOZ/8bJplHScWHvnNFyQMeF7ZLCNstqT3j5EDqWwyyITQJoKOJ29n0FOtCFOej6n/0ZwmP9AW34JgkyImtN7mxlzL+mHsiz7h8mQ3EsI73qepz2XStEMbg4VGGp954cbY8aFJI39/VGE82gohFPUM4yHjnegabSK6IaO8ueANMJBdx0j+g2HKGw5Qfr9Dic3XLmtNlvOi+XKH/Cc2GkW2yuKxdRjukJeVOK3B5Kd1sKYbSoB3HyjbBrKvsKPA8rETdA5XYF25JcTYh56CgY+9YKfBjXUboEf4AA3oh/CjyyG7R9Yjj5rKRZT/5gpLG51vKcRofIQN96pivYzFzQtZ6T/gKbKtMYmxCRhsHsfe7WbGw7iHSd2xnvJRklGqYUxmZzAzx+ZxkZb3Pks7kiUQl8BJapZUO5+Qr9DAACCII6ggdhzoTWhFxcEGJWeEw0DeHmVS/5RhnYltVS7VmMEcX6M4P7DzoeM5xyMDh5k7i84HGcIbCqAL8Wbo93vAcWyvEdbm6hL6M/0Ii53H2WwUZW1OA0OfC37e9noGVoQ/F6Er0CShLCs3HtIwL2/IeQr+R9joGghL9o8gjHxyEGaeEQ54NXYjhCfo4RkeZkI3seP+7MOMGrQ41gyLali+Bm8upA2BNmFsILxxe6RYA4iZuk3w0giLh9oICzoldukQDywmO25FY11Tx7mMOk3jjLOz2cZ5fZE3w6OZXPzN0YZM/kv8I2kQuEJxQtRyQo3zUnCdazbMx+UZ1DeTnK57AJnDS/sG4rQiIg49TLzZ554iOAijzA29v9nFtpDk/Ww/oKNTYJQbxyPnUKZdeUYHQT9xi3Tz1K6nlOe9ORCKmDyLstxlm8k3iOO/SOu5Je6HiHMzHjySCZu3Gd5DQUYWoT+F/Rl8kVDiGGN+jE3DqD/Zl3QP3oTdS4A5/TxpGBjGdcZ0xZkSnIGZ+eHLzGyw6eaxey0395aNNrbEHn2x+Fw3H7VgvAORNjahVEFgEEsYI03xtMEqCr+ba8KBcmEpZYMVDYMJWM4FIJiXMYkf8KQVS73MEsNkAIXF+ORAtYfMVGmakJfFs8s5w5e/ONkhQtvovINXqnmLQ3uYY49rrxTQyjxe2HiJ5Xs34bJHXcf5mrbvdEH6uVd8Ach8zoci4MegRHMuclAEC1M6+dAK7I1PbFT0PH9cfTle/NEYp3YQGPRJuyyMhAXIqNMisG2CsQvu5uJtTiSwU5vRIU784K0gp2LTvB7nseZ7K5N2+8s5lRxiFMqy4cJdFPm4O3hy2kbYwCmTffuQEfIsbpIOgDr+D7Ghh1105Onrqol8g6ygf1x/BfmxTf5en+hEx0BvW7a54VbCs/ujva9oY1HmflZ5pmri/CAFlGos0WfOnLnhVj25MtAvSzu3nQ+PmTwyeRP9ml32RD5GBvKNBS5WesPgd5wYC+O5N5MvouIohQuciW+TlUzm2cgedCmzQMcmk+/QLdDUhTKMVRmFmJAZIUoyTIuCjd+QW56xOvPDSu1K9WGiGGUTJRTUMfiAKGuvDeDhBI5gyIHwcRAHcyCXTUHsLnUKHGZDdyib9kNU2m5Ep5n4RgZd2nLZoBr1WgQWQ9B14+gO5e8WTVks12NF4lv3XMFllU1hp8MHGv/2MDgFvydIyaeEOYeWd4HQW1jwsW42tBTgNlpXpzkagx90MD91iuUou2j9nut3My3gZN8wjAGT/TiMJfLZti4Rrc/NOL8Hj1gc+SgIWHe8BqidBlHBQ7MigVkNmBgGa/6xYYhBIIgB02G8PxBre034JDWNNTMHTU81sZ3bqfIybIIMvebmIAAV9L12yZFmQflEGOEH7Q3zU4JsohvbahNsEvBJXRTW2HdvrhU3nys0M6yB0abpRXvoexbZfBEWAumv3jO3v52WcGpuHG6HA97ZL08wATGXMNbPT+EF7KzLMOYiG9GtOEuYc98x/hhUDZfKACK8HRQ0sx3tAXfzIAQsz+gfXJcvXzZ9xN1H0UEYs7jQSZ5Sng0Vu/4DW6w+ultii68is1EeuQxtkdNx5oeoRBaFL40GMQ6dj0v2ABj8Fww0cZiP7rrTUcg7ZQMLJi9NgwowHLoCjRLMsgiMi7vGr/zKr+iRRx7RpUuXdPbsWWPar/qqr9JLX/pSU6JdaXal2meLDRhu+S1IoQMzi9pdfCHUwwBOI8Inn8NE6pY3ah8FouCxjQlGnGrEbqkjvw+MZunkC2h8XCU4vkN4BNRBjrELJYQJhI/ZFkZrm/FfHMv3Ac6RJ2l2IOvsNmmKFtG4KmEsEZFLZzfLseE2NHf2eRYI5AedFDS4ksmmSyQPg2XY7Dmb63Q8gxsGPdiMI1yZPIWVjmgxgwHmCCGg854GH3qXQsHkY818np4fllGUBJQpk8NYSiM/0WfhX1v9PyZ02dZG+httogtam2Nf9Ibu2jbHwq6Jdn1Jf/M+5wkNLzQp4spD3vu98W1cAUGOHddlipO5yQXV0axAyONtDQp4MitXggwLgNlHRbalO10PQOFw+p6USLJtgBj0cYza9gIZ7vSffXEKnl1+WEeOewKQi3zumTkBw1rAj2PJgXIVh3hTs/3FjiEGOt/gxye2//W//tfmQoqh7urVq7rnnnv0t//23zajHYWwOu57tHYs9KkXAQM2SDbowCk6JoQY+OJkGKNdg1fhW1YVXR4dDyp9oh5rN72F4+nC4VBhRscCSRiPGJNaGCyi5RkQD12BRmnmgyYoxh/+8If1T/7JP9GDDz6o3/7t39brX/96vfe979WLX/xiU6BZXvFdq4DkSy+HhVwjniEtzJhAnPngoSjxxZx4VJYpQPRVJBmWXZYerVHBQmazmMNq5B7lbhO4/uAwwQjCQhVmfp1S6hQS3z8LEiocw+nZ9qhq7mtg57OXPtEBTUyWToMFOvT7QEk7rSAcAWAaL1Zo3F+CXXQ76LCB60d2zz+QaA8hrZUdo8EJm8lQnPGtsg9eoEQTjw/oKT3PNuAP00LwwcDPHhj5KiEKr8lOcBInEAHirf8mfPjeRy07z5jvQ4AreJTDGVpF+Ow1+Znb2FGSZMd31lcAo1vSVqlHeId1bErz1Dab+IBgAwh9I7YXiWF05quN7PWwnysIN9dmWA5Fw1ZMjF+5x4IXejQuatCBJgYuD/WgtIZ2R0XEVlpurg0HyUWb2LLN11G9gXZsMSQ2tx3ka6iBtHbbGISnmaY0OEhrjievy15CeJ/Lw/g4DRwHKB9c0LFMcc9rUnea/MTfhD4STpABaCbhxrAc7MB3h6Z8GkDx8ZonxuDAEI1wDsS+jwq9Ah2E6+1vf7v+1b/6V3ra055mRrsHHnhA73znO/UP/+E/NCUbqzWXW6ft4al/12EANsQNz9wabBWSez6DjUtMNG5EpiUtsjAYRIJRifHVEl5X8tFFuLxmTKGpbIj3ixNWGcRMZyqk3kTqEVY4egRj6qH3PJTntbU1WxYZDDY17A/0vd/7PXrNF75a/+gf/SM9+OLP0sqZcxqOJpoUlaUDgKYi7QAdWhiRZ8fT0R95jhuk7J6KDZkhNJ7gmXbGSRbCwIV9eBOeibNftNRZuph2611lykadzgktfxio7YSQxrPX0xQs3k4Y1Ze4GV9I43B5GvJH/vaidg4jvJ6Ax2A9moHTKrseF56vGU7hdxzd6tDx3AwbdNgmgK3dWyMxopb2EYPLS/O5CYPdN3DjJRhNrks4J8LbdiDY5/PHLL9Mn6d8FpTcKU82cLNnnOErwuNAezcBlhlQG0nszVTweEL6W1wSZKWE96ZXxb5o/EtOTx/pg8VyW78xPG7hw7JERXcKP8+G9610oY/eQP+LdAsda2sQpxwM0ZFxtg3yvLvVF2WCA+rkoz/0SdMuPDQ8hXh/Dx7sAlfz8DAPX028Ov9Y3BZEhsMYd939HN4y2Ul6irD2hj7nipPBslX8bXkXwY6wea8gdoun4stpYJvrbMwKJ0Zt8XWUxXNwfV1/3kanmX7g9IfOpHN6z4bbyoh130DcFCB6ewTZwvgxIkOBGYOie9I0Q0y/j4kfSjPWZxRplDoMPZcvX9KLXvQife/3fq/uv/9+vfn/+N9NWb62tmrGH9KyX8sV7mm1T91chwEkCZN4DE30Y/hlSktSN+jKu5A2hjvxiskkl0374asd+Nf52MMmPzfqppn0PHdzs2Y39D8fywGFNCY+TSEI+a5Dyo1EGNLmZeD8zoo5R6WlxZ7W167pZS99iZ777Pv1m7/xH/XAc56lN73pTXrXn7xbyttqdVoal1EgkCvOFsN8nNb6L1S2Y73z2rJDnBMb4ULNlEktW3XhCXv9MgNpYASzPBt2t6jBuYL+C6OZkSaQyDp845mqoMZ+frSMJY/grW3hFiVDq63pAGGOHdF2GgdLYGWQZXZo58SaCc9yGPMY8A1mb5QY+oCVG9Jz6/AHHJI6/MLO6dDO4EkccDjv3tJ6h/MwVDH9b4pTVP6dkacvufF880J/3wy3ZZ42O4zigMB3VeK5/sBmKxIxGcfXTNHg9e1StrU9dk5OBwXl7YgqPrxnKGP5vEn/iEfH53VhM+28+8gnlo/3/jwvrb2fRcg+n4GfC9rEasLqTRQykGaKrJDUssQ4z+5aM1Z53In4wVtWpCmE4bx1aGFZY0ZzFSGO7kTFM/B5P7H+G/vMtKGNtJ5uG552KW9bOsqhUeZSENsQQA3/zeUESEiEHAmIsmO6onsKzT/IFZThSADnHSeIw2ke/Vv90PtoxPJ23Dm/zIZe1kwIjV2iGb/HvjqFCXpNiT2N3eq3/trw2Hgfbw17cSnf6W+8YOWC8+vzNGNQnrjcIINixMXyvF8e58qW+8myvO+XWyV9XFpdXfVXZiDyBzaizV6U52XyjnvS0XRj39hXuN8Cx7Ea+T6mIX8w7kR+MqRfz//T/jDbmCm1ghLq/O/hdfw9Q+9pudP42Gijx5z76+qfiWBQclkYZ07GU7YaHFwOmVib1T0MNoYkG38oinqdd5ph7At86IiPXKKLVOVEeZbo1V/4BXrfn79HVVXo6uo1/fWve4M2+0MtrZyNI6fUarc1LiZhhQTdwD4MNtPPrI4ZeJ7Ej8YCsf8jQrfTZQt3wegRB1rjoxm+cbp62OStiF+XNVN+dXk15ctd+oSnidowE0TK42IFdZLXdn61fYU4CRZ1ToXiNA5jQZiRwTw/CheOjQ3zJ1peXtLlxx/XD/zAW8z3GSf9L/hvf6T+SHru815guO50+BRk8H3CXyn4IOFxcnjXtj5HNSC30S+NUNZREGjhPdteoKn9s40HYXQ3OmO1jMTg2VYEnAE8T6jCitv6FweDqT+i+3vGxFN/ofCcxnR8cCBcxMe0jUGMtrjFKTBEaBO54p6JhtAOJcXm24PB6RGEFhH7RsRVbMC2wAReTMuL0I6tcJq4UaYxQXzhOJyma8TDxF6e5aEeL8fD2Yy7PZOHi3LjZgcekefUw+ASsMv/iO8GHhpghmK8vDhAwjnkpCxTMuPqgPnvzma2Em7kX6S5095pMhv6++vCaM1ptPlGagfv0Bo+BxSnW+wtoajdaGKZAn6AhKTwKZcJqxhnETEt99Am1BHhJ4/BsIUP40GUR/MfDULS+4L3lWk/cvNDE2+xPGDydNaHrDHeWnsIJ1mYNm+ZtvgxvqZt9DeTb7F/bn1f0BPdXGh8ylBv+GngwygSZZUp8FuyAJ42vd/hdb7w59nQ38+EtiHZZEygh2MfnFl7QAft2uVy/iGJ889OySku9H9q2qPg6AbopyugKPvJTizPcyoDrmbck4YxB7dB4lg1XVlZsX07nBrlCrCHjF+uTJMOP9pz585N3Q79HSHKu+/p4RkLp59L3ISgee/cvR0Pjt3wJVxwteW/7u+29bzt2ZtPjcq8n0z5yNJd358M3c3xydLF+pzOzbBZ37x7I6Z3+rgZnzhTmEO5yEvubH8BL2K7mQ42QAiZ5v1nQz2fYM7C9ycuXnxUf+kLvkA/9VNv1Ytf8lK95S1v0Qc+9BFz54D2o6IwvYOPNi0vLUez2ryCn4prYsBpEXjJyYQQMOLFkZAcUbHl1oRELMX5plno7H3kjWl0NChatMurGfnkct5CSzjD1xg1YzyKNH0gyJdpLTYematqFi3d8RVj3j5721ZhN3q3uLRkI8eo39dHP/pRfcu3fIstqSBsPv/zP1//4l/8C33oQx/SeFJrMAwzfhPsp8EHCcTbD+EVrdXOIGY9c2YJ7wMRw32wQnn+HcKI7CAog6ICg/Jzhr1RehxKemPA7SXDiM0fTOnM6fHkYCC3Y7T4GmC0FBLOs1h7nL+39JEGNvBGxSTQZAecOs2o3NNvb/rJfILgTaI376Mscj7ZKZwC5jhwunk4TdC4aaZt3COvpjKrkfwob53mUwtWhIN4F+TeHn+2PETO0H5aVgNGT+N5vSwLY13b4k75AzjY7TcFz3EUI0xRjvfNAcXLmvbHaQFbfdPw3oy/xffswUFZRXFFeeZIVS73iUV5vnbtmqVByfV4bwabyVCaSYcVmhMaKJMLpZk4nhnPXFHmHfXgLkAcCrPvCeGeC+v2PGu1vbyBfyYWZuhmOgTDzDweddrFsMnb3POb0s3bMZNnGz3jO6Oj96lGGV7WTqFXcVjhoN83+oH/NMt09z336O9893frp3/6p21v1is+5xV6xjOeoa/4iq8wWqFErywvmfJ8WG16qtwmBsL4z1juekBTT5rGzdEPvJRZ3iLe+LERetptIbx7wOvQNxGur62ZgPmub/82/af/9J9MmLzmNa8xgVYoUVG3TZi0W4nG9slOhFut4WgwnaUfEMbDy44GYUTYvsOUChlUpgOLKztR2JhvJwIOy2Y8+ssaOYegzghNQbcFUHO42oo9qjsX3nvVB1imPDdCRwl5m/fz4dxeg6chBI2Oo9lwe66Zpzm4nklx+I+0oQn8TdbocO+V3dPBl9zbKRJk8jbM4MTTz+Myyx+X1veq9zDfY6GCt5qX80czjvtp/Ayc29Lxbs57qvBoh50OnrA8P1P/tvJOyYPTerfmehrnH+wvJsaiJYb7nXjFynUExkrmpd2t/pt5hwKMu8W3f/u32+axf/tv/60Yf3DtQOlFOUZx5kIhRlHG4oxVGYs17/mhZF+4cMGs1pTJO54JSe9pfeM7FuqmFZvyPR/KPPV4vTcDF3nAHzzNr8mf0/4QeXnKnzN86vRs5rVy44kf/n6af4Z++E95GvL5vYc3C9etzMeEp93paDjY1H/9r/9V3/md36knnnjC6M8mwrX1Dd3/nAfMFxo6wxftVq7haGj08c3xt7JNT5W1HQPOlh7aKh3yNvL19tRbT/D9lNe3oq/jw5340cY/r7SR/0ZuD12BRrgsr6zoh37oh/R3/+7f1W/8xm/om77pm2y2d+bCHaqSrp75nGfY4IRgqThqLUtMeQ5Lb+Ez3zcC1FGl3SIMFtPtlxEW4jQJxH2cnaNEI5hgAnayNq9mFt7Pu3aInpf00OOaYPqA6u2zMC5dg4uwbBxD2yjmOW6mmdvx1ixh5zfNVEEB3x5zDE+OLKpuEn+3pngecxvYLeH17+BbFz5WTCxri59DHsfhbDxvp3H7be/1zThwDG2wowXpVo12+H1TuDb70bTtMZ+nI97RajBGBYX7Zry9s4iD8O6Bwb8lBez3HNYm/kxRbgxe4Bt3JA+bDXMeasb5vdFhBuf+7laGH/nIR/Rnf/Zn+uIv/mL93M/9nFkbOUr1937v9/Q1X/M1ptj+5//8n/XCF77QlGpOZMC9g6PNXvCCF+jKlSv6zGc+oz/90z+1E6RQyCmTizykwdJM3Kc//WlzAbjjjjtMUX/ooYf0/ve/X/fee68++7M/26zSjGtu0XaL9M3Ca33A+yN9gL49U5gf9TjLw55sOpH2iMj3zX7Bq53yN7KduFuU58tPPKELF87pS77kS+z0L3QQJktf8de+Unfcdbc+/NGPT2ljfu+tXN1O0Dvi90NPHFy3V4O2y1HY2McnD2fhdd68ntu3p2zKre1v4h622cgbfD50BTrHl3kw0HMfeEDPff7z9cu//Mv6nu/5nnDsWd7ScJLqe77vf9OXvu416nZyG5g3NwfqtPNogd6O3BuE79CTZ1HjsfE7DuI2gBsXUH3DPDAjgZoDuTc0FuGP28ItpmlEz5TZeHPst67IWEMcsGYY207ULBhzYY0QeacwX9kdFEjnGgYTG/Ab4bEj5lY1YAZpPM7DpaOcah13ezVhdhAm/Tx+3aucw37v7ZwqCRFY+KeJHp7nwe7pHEceert340NPc7uFTbwBGzhxPIDDJh5d1nlf99DEXlwhchpZWbOFHwHy3vWud+k5z3mOvvzLv1y/+Iu/qPe9733iLOA3vOENptxikfz7f//vm3L97//9v9fP/uzP2rcLMOi89a1v1e///u/rp37qp8wF5G/+zb9p3zF4z3veI5RjLM0cifbud7/byrjvvvvMVfH7v//77Wt2/+Af/APzi0bB/tZv/VZLw/cPUNAPqjyDOse3h00cN+PmoZn3FfJzxhfL6UvodJ+X3+vfSS5QPu92bccR8MOFO+5Qf3NdC4uLNpH52q/9Wn33d3+3/tsfvSvsZkpzWxH/N//m39jEZjgaq5Ul5q6D68dT1yFhwPjO93CFOpz3eGre8zyXjyL/QCVumyF5nH+dl5thqPFg/5uy7WAl7ZC7jpsoOEPmD9/5Tv3BH/yB+T7jI/a6173OcjFbH49LXb6yahttFhd7NqNnSeWkXyhxtrHIjkrByXzr2QQTTOI/PwPFGMfTRqpD+TjoN6GGAfxH/OzvuPEDQ84yurWpKXcibMbdezR4Ciu42OHnaShqpzQej/LMfTPk3n97NOf4XjvOZlvQZID4zqOcfwzPnr/BU6Rr4m5adEzrOHN8OY6a8c37af4TcuNtA0ZgbeKBZzaC2DvgbfDOFG8h2vi5ydOG3yYvej+M5cRspzIw2ByeGDbx5rjxdM4/83Bs+RwL4CseR+V8ROg0IjyKC0sjCjTfHnjVq16lj3/846ZAf+EXfqF9f+B3fud37Pmuu+4yV4wf//EfN8Xpmc98pn23gGV//Jwff/xxWz1F8UIRZ/kfZZnvGKAMo2TzQbAf/MEf1Pnz5/Xa175Wv/RLv2RlvfzlLzcXjz/5kz+Znv6Be8dB3QMMrzP9e1/4jf3daBv3UDl9CZs0dhoRP70a+Ylr1tm8t/KbaefdTws9vJs+fvCLi1YBLjYY8T71qU8ZDZnYsDLBZAkXm8WFnrlutPKW0n0ck3d4rX7ylNzkmSbv+T2YIM22a4aXjD8bcr/Jz87Ts+E2ebWt8P0/HLoCTVPYSMgmQgQLQuPrv/7rbab3pV/6pXYiB8tp+B5dOB++PT8eF/b+NMz+nLBObEKLmyFwk1hGXB/MQdAsc8zQz5nB0pEWqvHzOmbSH/tjE57m/T4b5jidJp8pw99vw/M0cQOfcRAHT2aojqEP7F5OM+uJvY9M4CTHBYifXR7JQ5MvPN7DmHzHoJEO3PjPFM+ogHocIfHehB3LPIIXKBJ+Wf/jAVg8dLhie72PEk77UHzXVJy5N/hm0k3LjlXcVsE8WBvyJrLhznjx/I6UBh/BM/OUaU96GCGuF7/+67+un/zJn9Tnfu7nmuL0q7/6q6Yso1Cj+P7Wb/2Wnv/85wslGtcKXC1QuPlOwStf+Upz5Xje854nDD24c3zHd3yH7euhPBQv/GwZ2/jKLpvRUKRJj5EIF0Y+1IHl+qu/+qunGwfvvvvuqTJ9ELihhx37GMcT4+lGgd43wP02vrVnCHv9eLJrn/ZymmGjPrv1dzxw75ff7/Te093CkNVvlOeyKLS2umofM0JpBv+sQDBRwo2HiRXxk6Kc0gU/6KeuQ8aA88Qu1Rjv8t75pjnGeT4vpxl6eh+noiyinOv6g5dzg2HsQTeYa05y32zRDEnmZ2l2ej0TUFid+YzmN3zDN+iLvuiL9IEPfMBmgkuLHfEVKozOrVbwLDnpFmiIgIUdoZXmM0sRaRY+n0bI+nI4xd0+Dl/zHd1WpgmfW0sTJa2O1B9KSaYsa9mvnlSqOVM6zY3aed6mkq0RiOdke51zyHLoUc6vcyvipe0EQNtit1etPAMe+wSfWnx5cjSyHeoMQuVoqO5CT+LsVn4c4BkO8ZQmY+tAGRt+qkr1ZByOnMrCN6QqPQ//AAAgAElEQVRTeIb6ykJJnod8ZblVPw2kTM4XJw80KIvrZ7ZzATmGyKipmBWEJcU8VyfLVQ/HqgdjLeRtZXzWOIk8keZK4Ak+qVjQkfgMHrC2lMJfxNeJet1FpQlHdWXGX4Zf8JRlAW921lqlxPg5uh/B51iqOLK18bNJyTGgplllneUqk0QTeMJ4K2h7GTCPJtKITx3mancXQn8ZF0qzlj3X3i97PYl+urahXm9RVYFXaKbS8chmwW5PWt9Q2u5G3JZq5eFEhWZ7Ttu9+UCPS6XIltFErU7PCJ0CGzyDBsY7eIvZGf2YH52NePiFs5WtzyGPOCM19i/6Pn2No8+Qdbxr8Zm5zI4HQ6nZ6+IoU5RULg/5DhjGFRSeva5f+7VfM2WWE6Aee+wxG3v++I//WJ/4xCdMgcJKzKroN3/zN5vyjK8yYxIbDPFpxlKMIkx9WC8vX75syjInb2xsbJhbBz7NuHNgdf6n//Sf6vM+7/NMcX7FK15hvtO4amAJ/9jHPmZ5afOlS5esPu5tjIyrrUX4dqWqxhnUvALUpkEJXNDF+X5B1mmrRpaliXCZLOM9MrGeTLbygUc/SxEK2okg0KgV+kaSKeG+qlVPSmXQvE6VpS2TJYxNjFN5uxeO85xwxhz9rQ7yua6UdxiXkD30uwTggiy2MT0KNeeP8cjSOFyzuoPH70Xj3d67lR8+gg6M1yjOTKy4mBBBt2c/+9lGM/DqfLYf/tqt7uY76gc+YKJ8bxdpeNe8vH7XnZrvjuu+2RbgoI07+Yc7HcOGp91bbGM1/ON9OU2Mr8EPm2xNrwJvWaaUsR9Zwi+O35Ru4xm8meZKGReR/UWlHFnt4yKrCS7LkGPcmw61e/v2envoPtA48XNNRiMTHviEwcj4gb3qi75Yiyt3auX8BV1b3dTZM4umAw2HY/W6bVv26nTCDum9ADm29wiQmq8dxbM5q9pgqGw2UEm0n28bM1jDAChB3KNDt7s2401bicqFhTA7HvMd4zAwdFqtIFz5mlI1CoIIQJGoDFonaIkJax0Wyenl92mqhM/yMrYCN53BEiVKy1qLi2eUpLVKlJZ2xxSXvNtVYcpLUPrybk9VW6omI9V1olanoyprm6JTlxMTwviipyhTdLT4CWO120GQ09nAFSG4s7NM4+A+bfDJvEGQVFmmalIoSzK1GOQ4GQDlsCpV55lsUpGlZmVh0Eq6XbOKFYOBNBiqAg8oOOPC+mG52VfSainLURKjEsKJAwx48arhQePtOfYoknn0VhbPemQhCkTJpw9aufJ2yyYUPuhldaIyzQ035XAsVrUY3OtOV+VgoEHdl9phMiYGMCajS8vqZC0Nylp8gKHT7mhsKkod8NkLeIUe9On9KIBHhoybqAjSLXa6qtsd6xuDqtZkMDRl1wZx+m67bUpH1OCU9nqhf5WlapQkMwzk5qVmco1+ywe0okJooU1Yw2d7GVwtjr6IIhV04x1bz0kXo3b4OAnKx4SPW3CWcjSy7Jix8eLv/b2/Z1ZkXDFQblmyxyWDY1S/7du+zfyYbbP78rL+2T/7Z/qZn/kZ4W6B3zSWaFw0vuzLvsysxyjYfMEOpRvl+q/8lb9iBiDS4BYAfO94xzv0wQ9+UN/1Xd9l9bJpDXePr/u6rzOlm6bdeeedppjzpV4UhXF/YB9vqDuJJpqo3WIiE4Dwbmm8XRfTEz+QDZOaM+qDocE+FR/hph3leKLe4qLhawK90iwocHSc0Vg1x/ExPrmiW5Sqez11F5hEljb2IGtyjuPLcmtn2Q30NxoiU+ys7Zb4LLO7a9KOutUypafushnPFSTksM2EAt/gVjHZexIVQbqpAP3jCpOeC+csP1ZocM/E6mlPv09f9CWv1UMPf8r0ESZEHGHXabdUlIUWFxZ3VBL32xhXPOGv5gV9eAftWfXggr5MxtCPOHIRo9JxX9ZfYyNon41HcdWlCl+5mNtEm/w4485NAVuk1l+YkCdZW7VKMwgV5dhgHw+GYWJfMXvMw/cBsFa2+HUsTuMgT2r4qKpMXtk4D6OZ0a4Kcgq5Q3sIkT0YTFxp36l9+4g/dAWaY+zwLcJNA8vz//gf/8MEAIR4/df8df3lv/qVWlpkZtHSaFxqoZ0ZUiEcjLSnhN0HkIeaBEIwE1eibrujahgtoxzgXlUajwobT9xRGItPXUw0RjAxgKeZUiyzeTvO6hIleVAGcizSeZiRjSbjwExpYp1bo5EUJyeHCt9BC8eakWLRw5rOVxprtXhK+cqUlE5Cp0Qx7qZtjTaG4cMvWL+QH0WpwiYcMDxKdGG6sFnO6BOU18ptsIBnKLcs+NpYraTbmXbQYM2O1jC3jjAIT1wTPCigB8w/TxE1XZ/zsROzCLW7baWdrn2MhQGu1epoYzLRpBo3BEOiejQOdiyEBZO2srJd5ZNJpTYz8lZHnXZbFcc2YSzMcw3icqUJviw1y5Up3ZTB1Wxf8/4Y0WcWONoNHdNURZyo5jkw1zbZWGh3NVZqg5V9PKrT0SbWk6pUa2FBk+Gm4S4lT1VotLYReJIj2qyPZpqMRyr4FBWGNlMwsahyvFkhjHN720EPyBuHlJ1J78YTV2T+nq3cju/Ckm8TjzxXu9fV4Nq1YEWOg3k1GsmMAwxGSaoWEzasPxCDVY1WOrUgwUsorWHAwtAQlWfgQTnPEtVjDjPd+cLiO7p82RKgUISPvMOOwXVi55zhDcou7oFYjFFUODHjn//zf25KM237sR/7senHT1AQUJrxY0aBYYziwt8Zv2c/og43DayWKEWUi/KMUo/yg1KN+8aznvUsU5757gGbB5uXK1UozxiLWq1MbT7WolKTpNaoHNmX80aDsbrLC5YV9CcoynVq7aJt/MAxqAeJyL/KrHOpenk4HnbcH9pED2t0G+sw+TttZbhVTvjSXhks+WgCWcv6DOMR8jpLc02G0K8KE8bR2IaxCaulo6ES2jyaqDa6SOWkkCkyNmFKVJeVnb1cFZNAe1cIsYSnWBVznyM00XNr7+ta5y9cMD1iY33dNo1yEgsbSReXVmyy8Pqv+hq9/vWvn9Z7bXVN58+saH1j3TaTTl8c4AZeg1b84CNoBz8TD68RD18QxzMXPOU8eICqD5SVdnH5kYv0EVfsGZfmXZ5n3rvZuLzOVNSpFjsLGg776uVdjYtaC3lP5WiitM5UVaUSFpPhG3Qt1C0m6WWlNquLSaYqTTWuCy20OiqqUkWrbRtYWcGfVBMb41ihMcMQ7QYuVkDQwQ5wHboCzRF2n3joIf3Pf/Wvmj/ZN37jNxoBOFfzN37rt/SzP//v9GNv/Um94uUPTgnT64WlFuCK9DsAiIeblSX2itl5naiTZFrbHJhiY8KtKrXQypV0FlUI4RaWcErzOghfRsvKWpPxQLnNiCoTdiuLSyrGExUDhGtYxpiMS7Xzto1BxhTFQEknCQrifD4+XMD3WzqzPGaYCA2UjrJSxyYIicajkQb9sU08Wu2WWUUnk4HxQZ6lanXaGqVjTYZDJXmiXmfBLCMo0bzPW0EQgSOWWbFtt7JcQ/ZWZ6naWUubWPRtdoqVxkahYAnPYic6fBG+X0zNTccEAaWXQQheKQYjU6iL4ciWbrGYrA375sLQwzqUZ9rkYxF8wGFlRVVRaNLfVFklNrlLlGkBt46iVt+Uz0ytxZbGZbCyog8zcA6xAuTJlnLIixPIZ90L54MCUVYabfRNoetmLWF17uIitN7XUq9nPLG5uqGi3VLexu0jNWu8Ol0TtAtJrtF4YAP9nUtnjCsGTMTyjlaLwtJUTD7K2qzUaSsTq2Pr440TiZe5zDQTyQkJF5bOWL/EOg+83byj9UHflORBfxAs0HQVJrtM5LDUMxFOElO2UKZ6WOrHA3P7QTlAYWWwYnUgY9AyKzPLvkw14spPFOx2gsMufIUrxcbSVWs5CuJgFL4e2EM2mPKx+zGnKCPIBx/UOYIuGGawP4QJNkowRh4UA5RgFFsu4olD8TaY4jnB4/HY0pOGfHyoBcs1biEcY4eVmv09XCjXpCE/7SUtOLLJfpKYsrS+vqozK2dsKb/sJOpkHY3h36UF84TAU4bLYGDSwqRYLEKOlS/nKuysajNhqqwqo0uv1bYVJ1b/Kr7C12LFrtLm+prxa24KO5pRIg36Ut7SQren8XCkfn/NXO1oa7vVsZWvFGoWtVpprnFZqEhzLbW7quqJKX6Md8hnFCxbFbIpTm18lANAnIzAO8BuPya8hz0BTxJhxOt22+ajjosNx9l93/d9nx559KIGo7F+5Ed+xBTrH/p//m9t9gc6e2bF8Ot4toeb/Oe0ho+454LHuOfnPIhLySc/+Ulb8cASTjz1g8/jvGg3fOZKvSvQ0G80GSltH0CFRKagExWsiBQqVvsq8OCEr1sLWsq6NoEY2II9q9gtTZSpjq6duHFWQ1yKuirqSil6QavSsN8XE8YxFv5uxwxOeZ6afsDn2XFPzDC42KzzYNg9APT7q5glE5bD2KTxAz/wAyZcYBxmW9/4pr+hL3/91+nhhx82BZoVvcFgol6vZYgLgm370sf+aj2aVAj/qj8QZiisxe0sU70x1vL5FfVaHRM0V69e08K5M2KuvzEcKu20jHjVpDRr6tLCspK8NsWPGfyVKxe1uHheA1suyTXiW+e4lQ1K8bGZwWSkTq+rMmkrrzIVtsR8NPDeVC0IzqrmEzmmnNRF8LdkNjm4uqZ7L9xjbhvjulQ1qnUmX9CoZLAZa9gfK7cl5FztKlcyLFUOR2rnLeVVov61NTszXN2u0aHd7ShPa7VLVoczoTB1Om3RP0uWcyAYg7X7Q5n7wi6j900BfBOZ5jUhNrXY7Ctrd5UzOVCqYX+o5eUVpd3cJhiX1zbVQ9gmpepBobSdql23NMb9eVxrodXTsFVrsb2gosw1XN3U4vKKWYqWko6ubaybUpRNSnW7LW2y6Wa5rUmdmMLOAIf+Y1auJmiHPfA169rlfoiFlLbgzzaptdRbUEeZNvp9LS52tb7aV1Yw2LfV6WQqcxSK1PojQrcoElWbfY3qTO0q02KVKR9Uura2qtZiT+NiaEJedakUF5o6UbtKVPQnamXByrFL8070K9uEan7ilbIi1WhtTWfvukN10lFnYcF4o5v3tIFCPR6parVsIA3+4ViFSnVGlVbaLa0jl7JcnVZPm0XfBquiLO2YMFaFiqS2xR4mudiRcfdgFWWvCwXUlV8GbQbyDGODwiex95q9oLiiBDCWoBBy7ByXW4yXlpamyjDxKM8oDNSF4kvIRRv4odSQlwtlHOUa5ZGv2eFugmWa5+FwaGMc5bklkfL8Ii5YJcOK6wff/349/8EXqIi7koC70+4pjyuQpkclWCRDCbTLLJb4xuE2o0Q5eC1xuZBNlvsXn9DymfPYrZXVweiQtRdscoM7WJnUtso9TDtayDrqJm110kTZUs/E5GB902R3mWKYyDBeK2WFuCiVKVO1OVaO/r22aXTpnumYoWg4tbYi8sMXIKE3eEW5hoah/WMlWMUP8ZqMx/Ydisl4KM76dj91U/QZErJcr/zcz7eNhG9+85u1tLigT3/mEd1x/qwWegsHduEAVvjGeQYcoBzDk84DP//zP29KPPz09re/XS95yUsMI+CIdMd9ef+jHa5I06/oC6Z/+Cplo6HeX/YaJoqNkRazrhbqltLOsha7C1obXNPw8roZwSpWWCZjcwfKzN2IYxdZSU40GdU6ly9qMeuoPxyoHAzV7iRqjaUzS8saaqRN4vJMyZhFw1JplZixkkldnXdV1gdzITp0BRphwjIcAoWlsFa7bd+mZ8nq2qUnzHIIMZqyFHpgoAgCJwirBm1O0G2q3tKSuSIU631dvfy46ne/R4+ePR/8nq9c0cr/9Ep1lhg2gmLXSfEXQ96VZnndvHxN7VbLfHvNp/K979flKtWoP7CNLOfOrBgjYX1EMbh2ZVW9uztaZKmirMNJCPMUsCPG0uzub6ue/UR5y6zqbHgDBxPzS6rNQqgnrukzf/4xE/42MrQy3fmKz9ECZ4B326pSNliMtNDqqtvuarO/oWJUaqmDj16l1UcuasLocO6cKcyLi8EvOqkSdfK21h59TPn5c7Y0XWONxF+QZU5rCevxuIO0rlcOjwp3+6Db4soZdZNM442+1q5c1fBP/0yDpRXZBrn+pvSiF+veZ99v06jL166qVSU6sxC+lFZNKg031lRhFSoTcz8Yvvf9Ku9/likv5y6c1/nFZaUtJmMKOFu7pLrdtTr5IigCkL5IOFfd2UtCHjIuF+6402TLQtpSUfU12Rjo6qOPS+//oDbOnOUIIK0PB9KF87rrGffaoNXHTaiVKYHP2j1t4O5R1bqjt6yc4zQfuai1j39M51/yoEZpqd7yoio2EqaZWtj/x4XWLl/TQpvVoUMG8BCLZz55+Xd+X8p70sqStLmhwb1PU++O81pod9RFYxpO1MOXfDF8jhqlDSslg+dKd0EX3/1e6d771GeV6OwZdZlcbGwqwyc9TcxK1V7oqdNtK8f9DHM0LrEoobhSsfFzl4v6cgZRoYCxybEbXNjw/zeFencLNIoSBhuUZx/0ycc9yjNKiyvVKLQoNygJvCedW9+AF6WW8tyflXyko3wu7hnvvHyU54sXL9qJD7wnP2lN8SjCSVOMdW9/++/qTd/4Rr3xb3yT3vDN32inhZy9cEH91Q0tnFmystGj2NQKJrhQrDAklGyuzipTnrst2h1WqgYb69LHP6H11mPRYFAxO9C5Z95vuDAlF5yWE7XSRFU51tq1dVuNuHD+vNavrWrj3X+q3oseNHiWLpw39zi0aHND5OuMjz1hvsWprY4m6rDKNSrUKlCSWdUqtMAKj9jki/QIuEFGpWmmopNpKCZZh3dBC46xq+vSaI3/O5/0hta9hSX7GisWX/QT4kh/371Pt0nHTpvkbqS1KMn84A1oBu252FDKh3xwJ0I/YkX+uc99rr1nskc74E/47TgvFGHaTrutL+ZsQE+sX2CccRdb2nvDVy2dW1xWuT7S4+/9M+nKE1pbWA57vboLuveFL7Axx/ac5i3jv2GByl6ZLM5tEjfUqB7pCl+XXL2m9N5C/cFA53pLmvT7Wun1bKWWVbXxcGCHFDCBL4ZjpVkivAEOcu0uvQ5Scsy7tLxsjMsuZY4EQqDgHwbTtBcW9elHr8TZOgyWmvWZrPiS8TnVk34NNzbVzTpKxrW6ammyeFbPeO6LzBqD33cXCm2y8aVQt9NSL+vq2ua6itFYvYUz6i1n5se7cXXVLNha3dBdy2e1ViW6c+Ws+v2BbRQphgNbvtcnPqliYUkLZ5a1MR5Kh07B3SmwY7fhBb76+CRH6y8+lwza+CyN8Gte39A9L/1sWxIfjie6+KlP6Fx3RY9eetROVOgt9ZQXiX2GtbWY6Ux7Qe1JqnRUarQ5lFY3mWWpp0zdzoIW844uXX7CJhWLCwvS5WsajSdq33FBC8tLVueIAS/6zJoyvzt4R/fWlekGQsHXiI2ASfCTR6kZtjq68OznamVhUY89flGD/lB1f2STLAawdo1FdahqPDZh0Vk+Y64yuH7gpoBV/sLCsilB95w5rycGqxoN123wwH9fH39Y60mmpXNn4rL91vnJNqogMnFl9fYeHYbm1tR/4jKzLI2Xz6qTpFrqtJV0F7V+7g496/kvNN/4T33qk+pWqfHJ5niixbytzvKS+sVYw/VNnVtY1pJytUaVJqubGq2uG+8s5R0NRxta7vSsrxUoK0o13hxIj1+WLpxjb8upveAvLa7o6fc/YArvxmSkq+vXdIalePpXVdgqB5tzMiw3uJPZxoTUfJdrNjavbmjpvpYWOplWFpbNh3FYbZgrSN7raO1PPqDiafdo+e471TZFszaXDsbbikk1vLQLBlFocf/CMSBY8/Cxrm15FqV4r4v8KAAM+gzyTSWZvCjBKDgoB56W9L6xiziUGFd+UCS4Rxkmn5dLPAYfFDHaifJDXRyX5mMZijdl0w7yebnUhaLOB1ne/nu/rVe/+tX6zjf+LX3ha75IfVzcFrBiBqVZ0WKGXLW2pPiCYkVDKa1tIowMKHBdu7qqlVe+SJ1W2079YMLC6hzyYryBcs7kuWPK7RKnr7R7wiUnn1SB/ut9rXR6ButS1jaFmGPh2D9gk4ZHLqrq9kyukI7J1ujaujoLPS2bwaOvehyOhcOl7sxSmAywooHbCSs8o/pwFUSbaMS9VLhOcIjBD//wD9u4NAJHaaaFpRVboYDWboE+u7KkFVbqduXOvbgvuNlAa+dVFOff/d3f1W/+5m/az/mBkvDL/sqv/ErjD/gRviA8ziuM36X1DV/FoT20+zVf/Gr9y5/+CWuvtxFY+XER7ta3kzpRf21Td3aWda2zpO4Ln6Z77qC/XNOVD3xYm5dXzUedj9rYpBbf5v7YNtuyitrttZWNNoMhbDC2Fcg7Fle0mbVsjBusb2i4tqFW0dXmxcfMVSm5/35zS2KFO8GifdIV6NFwqDe96U168AXPNwHjQgoE44eYd1Z037OerW6XrwHZRkozRjaXu5w4Jy1kAOqyIStpaVKNlKAolrWWuj3laBijQo9/8tPB/4uNFOdWtLC8rP7FRzFH6Nqzn6OVpWWtr66q/9BDEhOGhzbUHVRavbKpka7p05/+ZJjlISRR/D78kPp332vL+Dbrs7PEdmPTw8eaHePn1dB3YnMYHLF+hhMdsJ5IrTQTp4vgN87S4+b6hhbP3KEe08yLV/T4Q5/R+l+8VzpzTsn992mwMVDx8EPqn7ug+573XFX9kR597BHp2rp09bJ0z92qWgNVo0Qba0OtfuTDUpaouH8kfegh6Z47NW4vGO+xOYblRzu5gs2bWIu83ScpdE8TJhtsZppUYcMlGyuHI3XxV7Rj2irpkcf1yMbQ/LvzhZ4qNsk99pjYZFo9+9nKlpd19dIlTR69KHEU20eekB4canx1VZtZV49d/Iw06gdr4PKi8Ve9vKJsaVl1JzfaRXkYlJ1DV5zjeXn7pEd7eVFjXISS1Kxx/dHIfB45fWQRn/BOT4+lLY2ubejhjQ9L69ekOy6oe+Gchp/5tNTfVPHgS1TlHX3i459UcWU1zBA2RsrHlfqPXVEPv+DLl6zPDnD/2ehLDz2sJ5YXtfC8u7cYfp9tPinJbCPutTWdf9GKuVh0Ol1d/fP36Ym8reLxx+20mrtf8lm6/MlPSlevShcu6M777lWaJrr86KMaPPKY9OnHNbp73QZRxrD15IqeePgT0tKitNyVPvoJO0qqXjmjbInTOlg144QXllJxOdgdGyg9XRRYHD/S1FxrUDR//dd+1RRYO35vlyJQQBhLGMxRUlF6GYPcz5TyUXa5UApQuJCr3FMfIelRhjHosNeCi3coxCjBTcWce+pAufVzoF0Zct9XlCneBat4pUuXLppC2h+P9KmPPaxfe+IJ/cFvvkN/+bVfqu/5375fd959lyn6rRxXgNA22sUPq/OgntgmYyxzyLe81RE+0MO0bX7KLGevX7qs4SNP6OLGOJzgVJZqPfAcXXn0EZy9tXbPPbrnjru0/sRlXbp0WdrYkK71layPNLh8VZtlpitrqxqtrcp8RDhV4s8/qGujRPnSgjrDWtfW1jR5/KI277xDrbsrXb12VQUuVqurZujQM59peNvgCDlOvrlwVt0XPtP29cyyga9oemiDh2F++z/k924iKctzG4MGg0297W1vs9NXmORwsVWyqjNNqtpoAS0Hw9HUAt0f9KerDdtrjU/7GHvhA/gBvuLrlz/6oz+qn/iJn5hO2OAjLkL48MMf/rDdw0f8TsrFhAl+c+WY58nk882mYnJkpqFMcm1wtY/GBRiJal6mP2W4v6YShq92W2wrXWov6Mqo0Jn2oh5+17slTv45e8ZWAcXKCvtY7rlHiyvL+uQHPxr4+fFLpjyO7r5Xg80NXakyXf7Qh8LpU0tdCT2qLjW5424tLy7bWAYMYx1sgnJL7CfQ2ZnYEWwWBna717UdQP/XvuqrAoCcx7iwYB9WSdjYkHSVsJM9HEVrmyvJgw9rWD67JU1s0u2W3bMTPEExLkp1szQsTw6HWltf16g/VH99XXc+/em69L6/UOveZ+qBu56jD7zjnXr2K16pxaf19L7//t91/+e9Uhf//CE97RUv07XLVzRY6urcqKWPvPcTuu8V56RLG7r/c16mxy49budGV+eerqedu0erawMlKx2pxip2fBcCjn7Bz4QdN84MxNsya2f6tVj8vFkCZvCE6OtXV/WMe56pD7z/g9LZO9TGYfnSup7+nJdqeGlT6xef0Itf8rn61Cc/o8HHHtMay5qd/P9v7z2ALEnOet9/1fGmvRu7M7N+V1oh7cqABAIJhEBAgOASeHd5iAAeCBfBw5snYS8m4ikIICACQpgbwOPiAs/lIfRAQlwJ2V2t1o5tb443deq89/uq8nT1me7pHtsz2pMdp6sqKyvNl19m/vPLL7/Ug5/yqXr/n/wP5SezCi/WNXZ0TE89+wnd96JH5Oez+vh73y0dPa307KSmxqaEHT10qxkMWb7nHlEY9pAP19G5ABqHchE/9ztsNkWi1FOG6XLPkxdIF54/r+ZaRdnyjOk8Nzbrms8UdPHZ87rn7nusgz77gU9o/O67FSxu6OjCSU2MjeuJzJMqVfpafGpRZyaOSh8/q4fe+HpdWlrU5sqSVBjTkVP3qhEEph/Wz0ZSBOaD/OzUzaGsXvej8Qx0GFrMtQEqGXv8PuYvOu7OFlYiMLUWmKEVNsNNzs5o8+wFrW1tGYDonruo2Xsf1OqHPqTc6Xs0oQktf/iCjp86LX+8r3Pv+rCOvPSlCp5Z0iOveKUNdKtLm1KlK13YUEcFab2iBx99mZ74yEeUyU2qO97UXfMntNa/vg44WbprujcaxTxEBDboOmaKCeUeXQLxsw18qbw2ljbkF/M6d+m8vGOnFFTaUjXQkfse0PqHntN0Nl7JoWAAACAASURBVK+HH3mtPvSRjyjsrGmr3VSmnNf8/S/VhYs1+Zttbayt6fQrHtOH/v3f9KJP+1R1vL4+8YH3SVNzKi8cUwk96XpNXiErL+ubOTpAg42vyQ7D5TG+An4r9UumBgDAYbPdhz/8YXFCoJm6jMMBRgGozjEO8bNBEpOfsSUB/BhXcA4UOAkwQGfYufFs2N897/eeMgI8ko5JMf0iwBq744C7qbFxAaDZ1NfcqutiULdNb3/xN3+rn3rb/6mv+ZqvUbqcNfUDQJmNkUjmWV5HSs/+aNS0ANMGDCMBTqveUlBtqXVhRfMnzmj5E08rNzlpG+WWPvyUTt7/kGrFtjY+9nGlXzyt1kfP6eiZe5Qa83V+PZC/EUhrHU3PjunS/3qfXvqFX6Annv6EWutNaeK4Hr33U/T+f/ifKj82q/VLNT322GfoQx/5sJZWntfE9JS2nl7WsZe/XGsrq6p/YskmutPFCR099YA++vgHlLv3tIIcAMKPzOV5kVSfQWTQ50Q95N5ckhhvknTmnr02qGyw0fXuu++xH5vSM5iO83wFPV+NFptCs6YPXqtVVcjn1O60Yx3oYWgfgcHL+uvhhONngLMD0KiwcpIlG2OxP86mU3iB1QwmZ6xUsCICkOY7p2O/R9TmDQ/j4CV+8AZjHG0FibFbSblSHFd6l4yT9uUmmEwe4UHogMokE2Nb0TKUTB1C3iSIJpWIdh66mX5o4ZuNmopotcxMq9tqamttXZX1TfkTU2pvVKSzSzr+6Z8hVvpRX+VUz+VLi1r+2CU1pmrSVkt333e3nqlhzjat/mZbwTrWcFY0lZ/T1JEjeub8c9LkCSnna6I4qU6zY6Z1r1Tug7676ejUKhBq9kOh0G+bU9bWbLNGKpvVZrWlVD+voNOyTT8IWcN42glzXTaoHrRktyAcvNJqRJs9YFxAh6pburi2IsxnZSbHdfTUKa1cuGgNBCmK1jb07Ec+rnKhJLUCrV1YluoNTY5NarI8psff+0HTd1WDd4s6evoeawRHjx5XEHR0/pmz1hmUFo7q6dVz6t/cPRhXT0U6s3iAtg4w3iHO0MRMkwZos270AJA6b6zpyWeeNluN03NzJi3S9IzR4uNnzyrVk5766BNmx9dsPnd7Gj9x1BrsiVe+Su1K0ySOG4trUjuMlpDbbb3kdW/Qh97/XpNwmdS5G6jbbSuQbxtz2ImL/WD0hG9nRyeVR5LqZ9St1LH8r/MXL9hSLQPn6ROn9OSHH9f0xIwmi2VdPLeks110EPNKs+xaaaq/uKzZ+x8W+vRPoOqSy0v1tlYvLmry1Bn1ml3NTs5qen5Bz9SrJuUanxjXVrNuZrVskhSfIjeMxW4s7ZIjYeI+QlmXJ+WFwpoADgsBmC9q1ZsKNtaNrxY3VqVGV7nTp3TPffdp9fnzmp+cVjad0/LShlZCPzLT1exo/fyybURkY+CRI0e0+omnNInUNFtSqtNTuTRpS9WPPPCI1jbXtNiKpJW6TgnG5YW6xT6Vii6tLCs/NSm/VNDEzKxJcFrNrqbHJ7T4gcflzczoPX//LgWtuorHjirYXNZDb3yDTVgWZxd08uhJbaxtqr5ZU6owpm6zKz+f0qd81uv0wX/5n7Z6gpUh+sguNt/NLKVpMkabi69QZICAW40ErCLVZPDmV63WB9I6BnfiTwJagKsDyyTBsw36cXoO2CKRdFJm+ib6KNLF7Qaq48/tkowv6e/u+Z64iROgRHiXLmHw44TDjdVV2xCNffZAXevHyqWyfuLtb9dnv+FzVC4XFIaYOYtijvY19CKLGKiSoJvsYQs/ZVY3esBN39P6s88oNT4l5QoqF0taK5c1OzFlZixVbenchz6m4vy82L24ubRi7eXY/IJyflbnP/gRzZQmdfGJJ1Vd21Lp9Bn12oEevvd+1epNPbn+PoVN7O9Ky89d1LGFeaVDX/edvlsfe/yJyFb99LzOHD+p9mZd1TqrQnlbnm8sb+quhx/UFhaa6IJNV9hRLRK89GwyOBhOtl8mxhg+BZYleovtcHH92fQyk9HW+rompqcNPK8uLcn2lxTLBmKXlzc0Nz+lifExrW9sChWOG+GoX/iSOofPMHH4Ez/xE3YqJTrQP/dzP2c8wEE7nIDJMeNYcSEsZ2Xsx38AXHiLH86FH36+1rLQHlh9wdEmnCoKKzilctHMJpqJWrdMmUgoshO9u4DKSaNn52cUVtvS+opUq2ulF9omv8npCeuHF0sl2xDYq7XVO3tBj/dSJphktsOq9ez0jGGrE6dO6fxTz6qLylMqp62lNb3kZY+qwKbgha7qYVcbm8s2gcuX0MvPaKNVk/LxhCiR76u5vekAmqnI2uqq7db92Mc+pu/4ju/Q3//93wvwjMmfb/iv36a3ft/367Nf95m09x2OzmaXetkR5jAfAIjFybLp9KFPFWT60vyUpo/PqZgvmf7lWqsSmQoqZVQNW9LJBb34U19hkrHlpSWli1mtVBfVDDtC10fdhlpeoNz8pPKTJV2obaiUmdXWVkWbW+uRhCJoqba2bJvinF3Uw6TDrmkn6hI6cUQqxeunfcs3huoZgUuf8qAxPPYgp8fHtLq4KuU8hUX0HtuaOn5MR+bnzE726vqKKpWaygszaviBLlRWlWYBIB1qfDwvXawqTPvKj4/r2QvnTOE6xGxS2o9M1yhtGxODfhAtHWO/9jZ3bDhtYXqn041GioU5HTl10jaRZlNZpT1mUG2V5ieVGS9il0z3P/ZiO3FwaXVJ5fEJra08L43ltBHUpaChTs6TPzeh8sKULj35uI4+eI9qjYqWL60bzbAY02C5FvvdnGbmwHOiTm8XsmF0H6krS7GlIlZYUmr0xhSePq4jZ04qFUilTEFtdkl6XfXHsmahROM53fvSF2uyXNJWZcPstVfCurLjBbXqXanX0lp9U731JdXG0jYZqXYaNpFbra4rbFXVsY1Rtwslrj4fCIJ0+qSm5xZUnJ6WCik7zGjz2YqYuXZhrfqGjr7qZXrwJS9WOpfWpa1NPfn/ntVmF+svefVSfS3VNqWMVA/b6nWaSpXyypXzOnvxgvET/JvHLkfKN7vDqCFYZ3+Azp0BnAN+OKGv1eppanJKv/ALv6Bf+LmfjQdz30CD0zMmPIM7oIWBHyEM9/gDNgAYBjQ5oCgGt+5bTqUjPOCD8Lx3Er69qLsfgAY4uXiIGxACOCIPCJeazbbe/e536Yve9CaxaRc95dNnzpgO9Hf972+Vl80pm49ASNdUTFB1jCb9BszUjjalM1YihU5jnquvFhO7nKeJB+/XzNiEes22Ctm8emd9BcWMbeZnKevESx/VwtEjujA/Y6cG1jY35LMZ26SEgWq9llTOaatdUz1oquuHBvCXKmtS2FYDPfhCWvVeU5M538Jx6BXtp9Kjf+1ocWvVxrTSzLiOLhzT+MyYVpfXdPYf/k7lr/sim7DThqFl9NuL2lfvD72JM51OGXhu1mr6xV/8RTsZ8r/98q+o2Qz08U88rTe/+Yv1oQ9/0Op/emrSNmvW6jWVStdnBYy6xsFHTPp4pt6RpHJID0e8I41GL5uTL5nwOakxeXdAeK+SR0LGSN+YMISH59y38PH1OvI+nA/4t9ONzOxyzw+XrEPur+QYV+qYwvN70sy4dGRWd52+x3SZsQFdZ3V9LKeaOqqj639sRi95zcutjz939qzOXjirIptRM74BZHVa6qSi/QwK2uqkMKMZanlrXR3SCFp2ku7GxppCzPpjwvE63c0H0PFRlT/8f/yA2VrkmNRXvOIVlu1ULq9KPZqZZTLoI5n6qulA00m4SrnOMt60z2GPXtpTq9ZUr91RD+Pe02NKjRXt2Mkg5dmOUAaXVhYLFA2p6GutW9OFtUXTTT1y+oSZqXtu6ZzK5SLbUtXNeWrT8TQ2FHRb2mxUtNFEN7NtjBb4oRnbL0+W1WhtL1vetILuE/EONhxqMzyaTVhWIDzPQHSrj1UIdLpTCtKeuujyZ7Oqeh2t1Nc5XUWdnJS764g2NrY0kZvVxQvP25JQO2ypfvE5zZ8+o/7Wsrpj0ypOTig9UZKOTOv8xpImUpOqPv+UdGRG/U5dze64sA3MMeLoZgEQOczGDLMf5i4wR6sdBIzEKUY3zAblczbAdNWTh8LoeMl0k1scu+CF6nSqUt7TlteWbSku+FpuV5QKmlpcPqvZ/GmpmNKF+lq02WiqoPWwoTAdaIVvvZ4Nkqu1LQX1isSAkcY8Yl/liXHV2vXBUuo+bHDLX0MjjncNexxWhG3anLr9jkJOp+TUYfXMmkul29I6ephMzEose/elgq+l9pbOrl9QrbKl6ckZdTeW9PzGotbQd16YUljgdMKsJo7MaG11w8DC4uqyMnl63656ft9oc8sLfoMSNBjWa6md7StfSsvLp1TttNS3fiqloJBS7uWP6Nn1SxprVLVR2VCqVJTOHNOljUVNz8xJ3bqWqqtSOa8UE7hyQZVuQ72tutaff0Yq5NQOu2Z+s5eNlrOtE2Bgd/x/hfIgwSv6vtLCkkbOrM1g7xz1OTdGMFAjrQM04AAgDPpIfpMOwOlccmxx4YjjRgAOlwZXAA75I2/EzS+Zj7GxyCY0YR999KX62rd8o778y79cJ6aOSQFt3AGTCIQRzspJX4odfJbwM33brEeb9dOeOhyGg7RirGj9YhNacWZUt2ljSN3rqUhdHZ2xSXXt4vOR/WvqtpTRE+eejg6Yoq9VRxrPKz87rq3KoraChi5duBjpc+U8bQYNMRkdP7KgS5VVNbOeKrUtabpsE/ou5jYni/K2sto4f1YbtS3NzM9q9swx1bvrO1iAOoEluPJ3I+qCONj82mnU9W//9m8GVJH8wh///Y/+WOXxOW1V65qdnTZQzWpAirMEGnWxAsDhNtfjiI+JG6AWAA0Q5RmecBOqb/iGb7CDev71X/811ovf3sS6Hwg1msX8xb2VF9WeXm8wgbye/Du+dXFQDsrAqhD2rHCkm3TkOdIkS+j2JgPE99R1C8zED3uIuZQ4rwpBKucW1KB9OlQnn1JqpiRtpvTkErrM0QS8fHxe1a1lrYKPzrOHLK/cdFm1lXX5J+Z1du2SptNz6sD3pSzWC+Rz0FMoZUt5sw1e69R3ydnBvW4+gI47N5Yt/uZv/kb/8A//IBgGxmLzTzfM6NWv/XR1bLduUzOx2R4qKppdHaCXPXh5b2hIlraxy+xlPWXzJTXho0beBpBGvyNsDXoTeamcUVjOampiWpXKqi5deFrCxubCnIpHp5VLnVJ7aVG1zSVjgmamr/SRSZ24+7Sefu4prT73FKOC0vPTCp5+VivVDWXmplTb2mAXo3U2N7RgVxGZ6T3tFR6JM8zOJgHTofUk7IhiHi2bsk2V7caWwpkZ9fyuWnQAs2MKg1lVvI4KC1Nqn3tWzz3dMT3z44+9zE7jOv/4R7W8fklifJwpq5P2dbGyosKpI9pcuqjNtXPKPXyf2myOa9bVCJrqd9i42DcJdZ81QybmDD7X1z/uVfKr80+yuOuL7JhqpM/RQTOFibHICstYQZWgbfpjxaKnDpLVu46oVfA0Oz8hnTmqlfPPRKdUTuRVODatbPYBra8sYtpGmsxrNWxKJ2c1c+aENv1A5z7+UZMUpu86qeDSBW0QdnJMvXYksY+6yT3WSZN5v7pS35DQnGZn/NXtqGfSMVY2Quswm35g1hpK+ZJS+aI0P671flMzs7PSXfNaW3xWKhQNTM/cfUwbXlOXKivS6gUpn9NiY9MmZWEhLbWrurBykePWVJxbUGszq8XlC8qPzd+QchxGJNALCU+vnFVVbXU7fbOOoImCNFZSI9tXUE6r/dTzqs/OC3H+wqkFjRdOaPE/P6D1tUWTTmqyZEfGN7N9ZU/O68K5Z9BtU/GhB9RobEl57Ipjvs4328PoITDQM+nZe/E9oohtAPQbZrqKLfMsdaMvyvZf4kgO3kiceQaouKVtwjiJnAPKgALAtwMzTopHWBwb/DBBh1qIkwbuVT/7ARzSATAD2JgM4MgfjnQ4TRSd2Hf8X+/QF37JF2n+xDHV23Vbpi4WOamwrWIZE4IYjEASvQ3EkVYyeeaE136/bcvpfY7UBowUsja+VHptO9ENCz6lQl46Oq1gLKt2MS0dm1V9+ZId663xKWVn5pXXgjjYxWxLL0ypW/ClTlW9YsrCXwLAtBsau+c+VbsVLVdXbBncnyooXD2r9QZtpW4bTr18Vlq6oM3eKRMg6fi8ZqZmtPbsM1p75knpxIL1yVaHsRTT6hSdWv6GgJkR7Sr/ufrJ5vN2jPv3f//36zM/8zP11FNP6Rv+6zdjTVzVelMzM1M6cfyI6UHDH4DnVhvVnu1J11UmbcFJn7p3PAjPuQkUPAovwGfz8/NmgYPyEx7HN+5+r7SJg/iIl/A44uCZtK+XhqQPPUiHuNyPdJBAZzmwZw8QbUDXjWcWaue/HtugcmaqyzASY/JGty6/zyFqkclQzU9YH+TnS9J6QeuVZRvHUidO6eipo6o+vqLF9SVbMWOTc8OWHNMqlMqqr6ypcb5qm5mzU2PqPHNRyysXlJmdssNYamtL0tj1qercfAAddxin77nHZtanTp0yZsGc3X//4/9bb/4vX2MbCLNs7GpvU9t1ZjtJfns9sQSRKXBqVMuAGRtreseOqDg+Jk4O5FhcltR0fM5m9v5EQbMvul92ilzf18zUpM5dvKCJ43Oqzk3YDtSxdEHldEa1oG3LzQsvflCNHvJG3xr5ynhJ2VJO7Wxa5ckpW648bKo4EM11ALZcplhCo0MAQKc4phxQFiqVSUkL00pxkle5rFa9rW4YaOzIjBrFtNqMFem0znzJm7S8vGg6fnWva6oc4y+615Y+Jx66V+VswSx55PNFdTotzd57Qmtrq5o9smDHxZ69dEEl1Gwyvro9pLSeHQhA9uhk6BxuW4fqRD9UkxOXUmml8hnpruOanJ8X1m2gD+YNx+49oaDeUbvg6diL79fW5qwdwgCfrGxVNXFqQetl1BuOa3J8Sl4v0Nbqpqp+T8cfuFutTlvNTlsz83PanJuSX8hamuhYN7rNSMq63TRvK3L10M/jZCoGi7SvdKmgVKGg9viYJqam1OuG4tAiDuRJ3X3SNJZb6Z4m7z+lTnvBrOVgqL+V83TmkQd0/vxFjd93Ulh34PQy9GzHxkrKTAGoaiqazmRa+alxNaOF8tuKHleTGfqv/MP32VHHG7W6OmFH2UJRvcKcmeVkMDv6wBl1T8wr5aXVajfUL2TVZhfrg/col89rLMyY6UQGa4BtudlUdWHaNhQfOXlUF5cWxSFJ2NwWv3hjuQ3spooAQNl7FsZGqDQHUMUbkKanpq2ISKCdc2AB/Uynr8nA78AD75NAhGf3jQPVfOfCOYDr9D1dOtdyBUDzYzxz8QJ0yFt0aEtg5l1f9djL7ZCSjkKVciVls2mzA12aQApqZLOVlZQfHa4BaCIefiF7axBUQFsOCuLAl0JenaPzKs9MqYldboAOVg6OzZvptkZGKi7MKH/8iBqNuibHJ1Uo5OWV86pVimYTvtM+qtm5BeXmsM2b0l3Hp7W2sanyeNn2ZRTnxu3AlnTGV7E0pnAyZ+2mUGKDHgev9JW+95St9qU7JU1PLGhmfFr9clod7ItPllTxYssONwAs71Y/nDuxtLioiXJJ+VJJn/n619sKOMd5o2v8G7/5Tp27cElvecv/ps2tmiYnynZQD+A5n0Px6PrGB9SDqGtX90yieKa9ON5jAgd/UKfwCs5N4gh3JZfka+7hB75xvLzf91eKm3fk1bUXF5Y0kunif63pMLHOwS9HF4we+Wx0GiYS6G6nq9SDd6ud9aw/KT5wWgtzczaJJhycf+yVLzWTyJMP3aOsl7E9afOn8wZExk/M2SFQ4DFO9Xy+4Ck3UVZ+rBCp33HiZGyX3pXtaq/XryCzT4pOB6jdaNiuUvSPzp07p6/92q+1L3/yJ3/SdlQzBiJtYBIFzzhm2Cf6Q3/N0ZBqVtWuVmwXaaqYVZjxbZBBPww9m4nTx9VK9WxJodZvq5f3hVTryYvPyhvLqZP35BcztlyG3uFSa1O5+Ql1Cr7pbpZmJ9TLetrs1JSbLJmeT3NrzXSJD50Au2VgR5uPJEWsy6DPy4lknTCwe8wfIQXbqm+q3aqo06mrGjSUKufUL6bllbO6sLlsk4/C7LjRB6licW7ClgVZXlxt11TtdxTkfS0jzc6nlZsb19nzzxi9xmcnlRsr2VInJ6KhThIN2AxsO3fH71aUm+1HbtyGit3SShULBvhbnZbpi7Hi0Er1td6qa2Vz1e4bXtf0VS+sXNBGp6YSkqO8p5XGpvyxnBrqyp/Iq+0Hgv/QB0YXWGNZoaM/e/KIClNlodfYL6SULXI0c0P1Vu22Bs9GL6QiSKFD1Fk6Ctotm4ghqVvdWtNGbVMb9U1ttKoaPzpjvMMydDVsKz1ZVGF+Qv50Ueerq7rU3LA2xzNtElUraEV46JifGbN2DI1pw34pbzp1u9XbneAHgG71uqp06qq3qwr6HXWR3udSSk8UrIyUPSimtBU2bd8B7Q/VFngsP1VWKyMtt2tqZTyT2CO1z8yMqzQ/rSfPPqv0WFHK+rZhF3UDDlBxIOEgG1wAGQAL7PEaGO2H6oU9q2sGbTe+MKjjCL+ysmIDP88OsLh79KNd+g7I8A4A40AAYw8mx26EI+/ETZoO3BA/oITJuwNO3MO/lBN9bwbBYryRjTk+FkfIL464uLc8x9ZnkrTEbCjHd/tjZW01q2p1G7YheLmyqSAbHWDSTveVmx5TiPWJPONMX+c2lrSJsKacUW5uwsag87U1padLWqpvmkqhN55XM93T80vnZCs8RV+drLTSrlgfw96UVjrUUnPTbMyvs3JTWVFmumR99ONnP6Ga39XM6aOq9ihv7GKgSB3ws7rexSqKC37QK8d4Lxw5YuC5urmpXqdj1k3+8i//0lbEAdLgjm/5lm8x8Fzn5N/4GPeDpnGlcABnV7eE45lVDa6O5+AF7pnEAZwpO5MrHPW834/v3OEr8BbfIzE+6PdXip+4cPCmEzY5Pyd9tgCJfy6+JE8mXu+8zfimCocqYbvTNCzQ7NTVS/eNL1HJoL9xPLrSqmqzWVElbKnmdVXze7ZK0kz1tNXHr6P1oK71bt14ujA7oabaWmtsanx+yiwAbTUqaq5cMnWOnZm5+qebDqDzMEoqZdIKDhaxQS4IzFzLd33Xd9lOSxpMuxOaUQaElWwywQ9muO0dDFYoKDeN5C4ylM8xwCxvYFC+vrWhZhiYmS02DKaKGVWb7P5MaQxJTSGlzVZdHS+wTi/IedaxhONZXayuGyMtrq0oSIXyCjltVFbV9kLl5qbVRGf1NnLWvbse0V0N4KDCwaw7FBthep22Ddx2IiMzJyQ0E2WjISditfqBmmFbFaxA+KEy5aJWNjkhL61uuq/FSxcinb5034BjZqasS1urmjt9TBcWz6rSburoQ/eqCTho1sUpRM1uM9p0yYoA1j/Izw3ooG8q+VHjaDYsr+kyaghZDGur2m6aLdYcB3kUM+ptris3UTSrL61+V5uUubqhwtS42qme6pUNFdARL2RV7zbU9qJNRmwQYsPXs5fOqxq0lR8vq1ataLPJRG0iptNNLeF1RW781gvFLnBGYlsJ8X1x1D02sU2ZLu1rbGHWVAc2NpZVY1KQzyhk01vQ1NLqRbXSsk2YTfVsY+VybUu1sK1O2jMgWQ07Wly9aEccAzYBzrWgqVbYufN1oAHMSIYxL1cqqBt21atV1QqiVbVqp65G2FVxZlzoMPPM4Rf19RVVWzW1vJ5K81MKcr6pFpXmpm2SdnFrRTMnjqrV76gdT5itPpD4sP8BcHCADU4GKlldUHQimo8lHz+SKDNQO/ULgCqbAAETv/zLv6z3vOc9+tM//VMzDcZYQjzPP/+8Ld0TDgfIABTwDd8DZADc+GOr9zd+4zfsnue9foDiK/0A7DhMkrF5HvN7ABD8//qv/9pOogP8YFaNslBO9L1NimRfRuNhNhst7TOWUhZ+lD9FeI42x64+qnL0u/EmMoQFIRtd8zllygVbhcuyxyGbVrPV0Ea9qka/rW7QtolhN+0pVcra6h+TxOX6lgGXxeqGtYv8xJj6+ZQqnabKx+asnlt+T1tBS00vUAc0Ucpos9u09sW+lIY6ys1M2ESUvQjZmXHbI2QHOPkcj+MGikiKSV25nwNqMRmu6eJsfLN5cGxyUqlMxniA47L/8z//U6yIf9M3fZNhjY3NyJ45Cc1Mz9hE7ZoSTXwEf8FX1C185iZ8+MNTHDD37//+74ODXDBjR73iHJiGDlf6cTgLh7AwccQBxt1k7UrfHeQd8dAmMACB2T0cZaGOWB1lwsf9ru4Aqwp9hB7MEMF6+Zx89i1gHcv3zNRlo920fjpISSF7WFD5KGXUz6fVVFfVbkMTC7OqbK6pnQo1dmTaBG2p8ayafkeVXtOEj4TtshG521QBtQ13hHxE6l2zfxDP6wbQjnaDWUecKp0jRsxtqRk/39cDDzxgs6/v+Z7v0WOPPab3vve9Fnp6elq57HZWYC7ic8x2kIIcWhh2PiptR2/DSDQWgD+n3bWDjlTKq4Mubi6tIOyo3mkoVcyp1qzZMrkp0Wc8q1wvl1KlVTPJq5N6dRQoU8qpn8bkYVWaiKS2zNYGNo0OrfD7JAxp2DSBugFAGV09Osx8LgKw3CMFZgNpt612q2460iAh7A2nslgF8FVtVu0o4X6qb7aJU+WCuj10XmWSfhqRV8pqpb6h1PSY2Xtc3lw3tZpUIRPt/KehpOJTEdntzqCDCO52dzaJ7CvotNVjtaMQH2WMylOnrQAVhqlx1RtV4yHoxUEVbOiqt+pGL6E3jaUEt1Gj11a6kLHwHa+nMOfbhARA6Y3lhZWSdreFgU/kXdGVe3umnSZ/h0tADlAJ2z15ubwdTw4AwbRkYBtTi3c+SAAAIABJREFUmCx5qtYrxk+mF4opbU5zi0xqm65vu99RrduwSa1dc75Z1GHSWu82RbtMTZa1VttQupyzyV0fmiH5voMd7O8V8qo22EzKxtqOhFUT9GeZ9LNxNZ82PtlobAmb4LSnDmEwq8bmpVTf9nywssHAVkHyg3nBYt42P6OSkCqwubOneqclzLQpwxHU0Uaq/cjnBmvCOYEKfYgDGe57xgykz+iTAoweffRR/cu//IuQNPIOgAyo5hlVE2f2jjh558AKkkGesdf71V/91XYPWMXhT7oAFO7xNyARhjZWISDiO0AH8ZIuAI5xjPgB5RwCw/f8Xv3qV4tN9QayYwk0xv1w2Hd2LpNB+BABTPygCd/3Y5Nf7XrDDomITjoCjPjRJmn6CxtWkUi2bYbZCdoKQix0ZG0Tt1mSGS+q2WvbJtJa2DKhDVY8ANMY0oDXUSOs9pp2ZYWi1mEjsq+OFxpA6aZDA+MIgvpo5eR8AyvMBdpBS51+14RAnVRPTXXEHiHGRJtUxQV1GCJ5dTS41is4JEDX2J1a6Xl6/etfrz/4gz8wXuDkPyZcr3zlK03qC6jtdCPaU7+ATAcQ3dXywti2B27cLa/ERb3Bo8RJ/eHe+c53Gm/82q/9mn7rt37LgDTlh1++9Vu/1dQVALCExx/e4gpvcY//2bNnzUADetQ48klavAe0E4b0ufKOK6olTOZ4TzjiI1+k9cY3vlHf9m3fZun/9m//tr1fXFy0vDLZw3FlMkt/S352dQ4c7voy9vTTdgiQMWoQRvsiPMBzOxqvYmFXgCpNSmp2mvJYhUW3P9U3laWNWsWMN7DCulLbkFdICz7uZvrC4IJZpEmz2hbF2aS/KxQU2smyV8rc/u9urogXPR9M9TQaKmQjA9+Ya/ngBz9o577nSmU9+KJH9bKXPmwSaCSUpVzU8QBKow0cUYeyf1EOPwRNwi3HX4bN4LG4wQEOPTZ74IcECMceGySOjhfj8HzCLf4WPmp3Fj76t7udxcOihmXbdSxxGawALkP4OefuXXh3jd/H5sBd6MuuthkQqYuRFgLG9IvjcdHb++TDZTHd5h575h1Qu3fed/CgC8echX0b0CjmKUfnHeR34d3ViLh3WofxxrW1YfOXu/UYjhbRlUEx2tiKQf8BDZMEALDE7c6VzaVnz0aX5Acu1J10HaLULsWBXrtpgUIL2l9ET9cpxWGJxyZb27SAXBb9Dn7a/m475NXducEbwQXg933ve5+NLQDcN7zhDfrbv/1bixBg8Od//uf67u/+bpP8/f7v/77e9a53mR4sQAVg8+M//uNmzeOhhx4yAIM08Au+4AvMzNjHP/5x07X8qZ/6KQMnP/ADP6BP//RPt/S4AsR+5md+xqTMbFTjnvELyTPxcHTz533e55mpsn/+53/Wa1/7WgMmhHniiSc0/+rXWLyVoKFsOqtswmLIlSgCOakL23+SpK2j9/DHLoyro0Q9ObwzGIOGv3XPLg7X7zp/ru6du7p3jrfiq/ENEsybfJBVrVpVeYwN0S2z9MRq52te8xr9+q//up47d16v/aw36uEXv0QPPHCfLUyOj48pCLqq1qoaK4+px2TjOpzjT0CrA74OyAJiP/CBD5hpXyZ1rHig2sqEi02O8DN6+Dy/+93vNoDPpIuJGoAX/83NTX3O53zOYCK2vLxs/gBcpOzEwemGXFmB4Wj506dP65lnnjGA/Lu/+7u2J+3EiRNWygsXLlg+f+RHfsRA99d93dfpLW95i032APikh8qLTQw7nIGx09LNdZBq70/hpbg/HgQygU6C32ymiEQ8gaEs8FAfN8yXgwiv7eb6ezDKsFum4taIBJrZH7Ob8akp/d3f/Z0ZD2eG81d/9Vf6vd/7PS0tbw4k0EjzC4WoUmCS297RE/Q9Oy0uGk0gRvTzo9Fl1yIw+ACk46AWxgZoPgUTUzNoN0Sr08NRb4ffNfZb72mAbK9k4Wr3c2Eczzh/rtfqXFwR2QedeBS17dc3CwDR7sGYsJFo5lpTvGHfWR5d/odjTdLG3e8VBq4jTMINPyde2S3B7WRBA0KxhNl4kk4n/rl097oOR3qLnzml0f2skVibG2KERJ6gif1c+RLvkm1xcJ+om7ipbyeT/PYOvx/wSrKe4zK5cu9ZRMczO66DbtDaI9EaTV3HdoPanwMojBUAE6TPDz74oI03gI2PfvSjBiCQOCN9YxUUMI0lBqR/AGOkcJxuiHT6q77qq2yzOxI3/LH68bmf+7kGiAEkf/iHf2hgBOndyZMn9aM/+qP6sz/7MwM1b33rW83SgwPPSKEBz0j4EBoh5bzrrrtM8gf4ATSxkY0leDfWmXQS2uw6qO6sAevJ+qgwoeISgWj64egXmqm/QUtI1qtVxhCwcPUz+GBn/e3WHiw3w+F3ZvHyp2T4y9/ecB/Ac4cNotmsHaSC2h7SWI71ftvb3qaf/umf1p/8yZ/YJKkXouvbVS6bMfDMCt/1OngyKXGmnuFZ/FC5gA+wSPbII4+YChJglzDoZn/Jl3yJ8SATP4AxKxj/9E//ZHyOJbN3vOMdwhgD1s0AwsT7/ve/3yZphP3N3/xNSwO76T/2Yz9mAPobv/EbDTyTLu0BLQDANryOwyIMeWYPAHvVkGTj4FXuaQ+0JWh4Q8AzggwOAdrjehlusNwk/vHdwMVCEZ4HHX3c4Zsf/+LxP05v8Ok13iRTv6Yo9mvnSKA5NYnK+tAHPqDf+Z3fsY4LCQGzm//4j/+wWfxWpWHLXu6kJZZSkCq8UByC6B0glJqhs0m6oc4Hcy+3k0vm37LqOu1kJq3zjj2S98kw13I/TKsDxRE3pgOFPcRAjo6XXXfWP/R3LHLQ3F5hjhdFkUzzoJHeAeGMVrvx325+e/AWB3zc2S7iH9du3ZizV5mSQHpP+vGxY8IkeZL3eyVwjf4AVAAJP4AA0jHuGfSRDqMfCuAFwM7MzJgkDyDyzd/8zQYGkAJyzPKrXvUqnTlzxsABS+j88Md+MFJq7PQCHvAnDSR/vCcdAA7SZNJnrGN848o4hrQP6d+xY8f0ute9znSfAdeEJT/k34Eqvhu4XTDu4N3QTZJt3YrSUJDLJtgGToYDXe2zG4OS/cR+96RhGd7Zf11t0gcK78Tqkh2kghWoX/mVXzGwigED1B6Q+v7SL/2SVlfXVMhn7KRMJNA3AiC6euWKgy9x8AarE+hgA0bhHfiTFROkzvArqhRgIMAyR7ljH/wv/uIvjFf4ho2PX/iFX2gSYfSTAb48s/Lygz/4g7bCMjc3ZysnHNjylV/5lRYHk8p7773XADF+TCrJD3yIhJkfKyYIOFmNQUUEh/Sa1RLyB5hmM+/1OtdVEI/rIoav+6YxDIZdBMkPd/NzfJoMd5X3N1WFg0qp12rW2WBCh5kVnQZMASOxmYMOg4p3Ojs5NkNAzDtmcBrqBKxjiGrBTvpyFZLwT9zGqhh2NLyFRK/XXCKQG9gSfcFggkXwRND448O7MLC6ZuV4dpDvgcd2/mzmuf04uLuqMlngxMEM8ccDqRo0cmm7FK4qAffRTbom87ZfvpJhXXasA4kf3PfD4Zz/Dn6hM49Rd+J9FFMUwXA0w8x2GV1dnm7RFfOOLututWZHT+xekp/kvcsfJLiskPHL3cIn/ZC4fhK40PN3TN5jrtgGwskyxkWmbdH3cJiPuSRd8HA0dVcHtJJx3aB7xhPGC8YWAC1L3IwpjD9vfvObTS8ZkItEDpCAvimSNJakkRojdePbtbU1k05jAQGpIGMTIMJt9vvjP/5jAz3EwTI2QAMgjQ4z+3jIA98g0SM9gDYSaCSELKED3ABKSPaQeKOnTV5f9KKHTELaaNaUKeaNKmG3Kz+dANO70ArKw/NWA4POzrO+Dj9rm3G9eHE9uepA6he9dwPOLgns50WcFn+i73XfDPOD83dX3u8XxoW9jiuYwwRxidVs6oY6BwhS56gtUG/O8gXJMcG5FY4JlpPyMiH7+Z//ef3jP/6jqUy4iRXGFrhnVQTAjboRfM7BPzj4kIkY/j/0Qz9kPMqEjngB6ZQTrAUdCMu3lI/yQh8mhYTFDx4mPGnC04B0JpCoeOBPm3LOhJy5GyDkvELf4Pj18nEm5j0XgExtZ227/3GZTb6j53Jpuv7LhbvK63W0nr1TgsiO0HQcLEdhxo5ZD/o0qG8wI/+Kr/gKm3Xdf//9KuSjyqvVto++ZJnhtndUYKxmYQN4rFd6eYXHJUlWuCscJzDGP2MCKjuO10l6nJTIfeL83fPtdB3Oa1yUiMGTjBzfD4dPBrFyOZoNX5OFdh+5JXr3nAxzu90PCLN7xtzEiSv8Yc8JTYsBr+zy+WA8HX7naLjDPwZBsV8y3R3BbrMH2hg/2p3tESB/jqaunMnnuJ26YhjfwSe7/RxJHB+5MO7jF8J1mIaOvnHZHZ/sGLgcXRzd3PNNujKIO2ELIIOBHv1RBz6QMAIUCAN45UcYADQbyQAHvEOiBwgBGAMqACBcAdKofKAvjVUPgDZABZAMgAF0MNYRB8AMcIxVBcAO4JkxDAD+wz/8wwaO0LMG5PzRH/2Rxc/xzahx4AzoxXQi/wdxNubEeMDm0XGdDY8/e1aH42sXwF33SjwZHgkRz4bWo3bkeGK366CdxeEde+2V1I3wx5CBbdJkNTs+BRAMQp1hzAB9dCTR3/u936tiIatqramU74nTLhtYQLpORzpuMkdU3OPgF/iDCZRzSILhJ3iF1RGEjKyUAPB/9Vd/VZ/2aZ9mEzF4Cv4D9KNHjWQYYIxFD05ZRH0DqTVpw/uAY7fBEBDsJnz4w2f4MdkjXniR7/itrq5afh2P0yZoO7QBftjJvj4XqVc6XnXXg8fpyzMejPnQeHcfSGuN5OAp7Bfypk6zHPOsra5qZmZauWLRwDMzb5in2Q30yk97rZrdUK12T9lsShlOqItNDNFR7ZxW7FecW/yeyog3sRmIto01UR5cnzLIkZvpUMlOauBexnprbqw3PnDvYq0dN54nvCMJUNLjEO5NAsKmtKG0DeBTe4nCEBaX9Bv6bOdY7HrYva4WWZxyDDDx2pGXPgcLJFJx+cHP3Sde3y63DEDJcthzshyMWwl+u6p8x/w3mLiYEDrmsH58ZMU+tNmNH68qDzcisNVtLElz8UGjITpF9bx7jo0Ndimr809eXRKD6y7fDd7dITeuCK6NDHjC5R8C8Eu4ZPslfLR1x63yJAK7yBPfDm6N5wZP13wDyODnVjHRMQYUACxYvgY4oAOKA7QAilHrYCMVgAGVQqSRjDXf+Z3fadI4pMrf/u3fbmAbUIz+KCCGZX4ACaAaQAPoBlz/7M/+7EACiG6tk0Dzjny9/e1vN2kzeQB4IDgCwAO2AewIlugUATRdYSe/o3I+Oq3wSoRxk8cdYegozMWzRTfusFLjXvE+rqZB8Lg75HkQjDCDhzjWoWcXT/R2Ww0xGS/vkuBoB68Nx+ciukFXs8DByZStljhUxWES6u/cxUtqtLDs5OkzPuOV2qrUrQ7ana7azbomJyavexOh4014El5gkuTyAH8iYESPGWkvfPfFX/zFps+MTjQONQ507JEIo3PvVjoA2zj4EyDNu3vuucdUOJAasw+ACSETTFSHAMnwHtJnJpE4VELg7e/7vu8zNQ7yCk/j0A8nb6iVsAcAKTU620wa4VPaUoiVnmEGsK+v4p/x2HYfnuSTKJbd+21GR3jM+it4KBakGI8nuqDhnCT58vK0hkPv/3xTATTJY0aGWRSzo7e+9TtVKJT0+s99gxRwWkpGjU7PbNvmi5GyereLyaHt4y4va8H7l+nqQ+ygKrDFifiTrTuxW/8KKbjqtspJVmQyquT38UDiOhV7RVh+cWQuTvNz77ZfJ2M7tPtk/rlnGsQV0nJNDszD/XLy20EBkrQbeO5yE9M1WYXQi1q0a2IAiX0iCwFuCWeXKG9Hr4M0dqMzbe6AwHqb7vEMPi4424+S4N3Rw9XjgB8HtHUhuLq37pp8l7y32kl6DI3WccUSwiaqu8e3K1341PFPIhqXGF7bZd8O6t67q4vCXZ3/rlcCxWkNeDHxvEs2do3mWjxpW8Rv6V4hs0laJe+TaSbpYv57ZJzvB+W0gGzm3AmUkvHerPtIyBIdewyQQIIGMGHAd1JcwAXgBAdoPnLkiP0A0wAaAC+gArAAgOA7vgHoACoAK6ySAhoAQcT98pe/3MA4giDyAKhwYQEqSO2cRPnhhx+2dAnHDzBDXrGsgI4pEkRM0dmJbPER5SDOsB3Ix9TbFR0tFaU5x4BXYAAXZI/4XH0O6jFR9+7d8Kc2gRrq34fD7PbsxgP4KMlz+FMisprsg4zfiCiRJx6TYXZLx9UBJ5G+7W0/pdd86mv0mte+RvNHj2tiak5B3xfYo9vu2WQmJUzRYlu7dEN0fOEhHLzhgDNXeAnwy4QPvWJ4j7wyuXrTm95k38CXTLBQPQII4+AbHAfSOcD7spe9zE5XRF2D1Q3Ho/AZjo2u8B3hMc1IOkihAdrkw9GI9JgggtdoJ6QFLxMPxh/gVX6musFEwOuLfSB79SVRp2RZuOyffeP4kXHE9fHJ62Asuezz/T2MYYY6pB1x7x/FQULs1zr3jcM1V8co7gN0E6NBzNfyypr+n3/+F33bt3+7srZE1lW71VGxnFEhm7Jfs9m2Ci5j6D2eqVPpezURl65L79quoFdicoMz99gHxig99/yC6DIAC0NN1tqH0wUbGkB4RxRDjZ7ngVd8341Vicyff/SJMfgMnZoR/mQ19ofESCFJ4jAd2bJ8c43L6zpFni3bQ8vnLr/uO/c8uA6/cM/D17juLN3BxwMyOXLFb+J65jCH2KGDPfyte3fTr5TFOo/LUyJP27m8/D0+RgpHj/jZ6B4zxPD7QSwD/oOXo1R20GBYah9/SHxmtWMQkbshjkRGnPe+V75z/cQupR20ORdR3PYSSSEH2SF1cO/c1X3KNeGXuE2GuLp71/AS15j9B/HwTK53SP/itztoPvji6m5c0lf3Vdwv8VFMiF3p4TzdNZHINp/RfuIBMBFfIugtuQWw4pCaOYmzS9iBZ56d9I17BxwAKc4BhJPOhUn6OWACUMG5ON1zNG5tf+He4+PiIw4ke/xwrM66tmgHqcA3HHBzBQeoNSBqjOTactxG+G6XetuOzrX7RPjtl5fd7cWrIf3nIOeJz67AmC58FKchhcEgRnnYUG+b6hNdAmH5Lhmtu3fXROoD3IAAr9vuqt1p6b3//h+anTmix171SmWzJWXzOXF0Dfv6+mGgHCoena5azY5NuACRybrbEb8j2xVpHK168B1gFLDqQDSTNPwwq8hKBaDUhQHEMrlL8iXvkg5ec/zm/JnMOed4lGfHj8nwyTbhviFd51y5iYfVEiaUHDgD8Hbfcgqzb0fHR5MgN+a7OPa6DnjJjX2Ohm5cdtd9RkDiGbAIlqRcggBlc4l+KfaxMG5c2Z1x4pAHu7iUDhb6GkJBcGbsbMZ4+OEXy/PR/ZnSkWNHoxm95+l33/lOFQs5AZ6Z8eCodHd/DclexScDskffDIifJA1hQKqJsAPTK9vgeddE40+tdt39LgHR4RzY3yQcnBEDnR2fJfwH4XeJ71Z4ka9h5/z2ug6HP9DzNUQ2/Ml2U3NNjqu7P1AubnkgynCl324ZSoYfvE96cp908Pvwb490+Wz48532fh093ZUvkvcu4d38Eu9cB+e8DnIdLuNuzweJ52rD7NUJx4RKdhku6sEA4jxuwNWlk+y1LFr6kEQeoXzy+YpJ70bDuFzJV4MNOVeMbPTyZlDAmf+KOoqELmhcTzcjzWScjpe4HvTH9+47ELEDXo6HYVcnoXZ+xreJhB2fJ1g78Xb7FgzBpAowury8qh/6kR/W8eMnDYcwmSmVispmUrrnnjO6FNtXBiCiAuRA5HZsN/6OFRPUKpBGMwkEZOMA2sNCyRuf+sFiBFizeRH9Z2jpXCbNIWW7jAlMdIb5b6gf2jETsgjdmDB8dantfo1s0SfAczLYAMslPd096bi0nN/VX688xb36+C77AmaEeTFIj14NOjzMrlgqwx8mpoJQYufezZwI42ZOl0U68hhRYESBEQVGFBhRYESBEQWuQAGkrqguuM12n//5n6+v//qvN/1gVB4ArWAR9HvRFXZCOwAt9zcbgzjVH1cEp1bkVlSc/2FdkZSTF5cfQD15xPl3+EmsN4KmNx1Aw4RsunjJS15iMy23G9QtZVAZbrbllimoNJY0krOdG1HYURwjCowoMKLAiAIjCowo8MKgQBL4OR1eJKkAV4AzGIN7NpWCQwDMWLRwm+VuNpUc9gHzIH12APpmp3vQ+KEfExB+uKTqSN8kuPutARw0pTsz3E0H0DDkl37pl+qzP/uzTfoMmagMmAXVDpZJnF4YDA0zuxnPrZgB3pnVNsr1iAIjCowoMKLAiAIjClyJAgBSsAaWVjhchNVuQCv6zWw2dQ49ZMA0Umkwi5O8uvc360rekoJC8gY+cpLzpN7yzcrDfvGSR+d25mfb371/oV2dKtFNLbdT0yARQDHMS6WgrsEzPxzgGcZlNyiMf7OXT25qoUeRjygwosCIAiMKjCgwosChUQBhHII58ATqpGAR/ACqOA5SwYE93BVASxhwys12Lh/umgSo5PmwHZoAYDUn1CQ/5MtJpA87f4ed/k0H0MzscKhnAI5hVKfnjN4zzOqAMu9xTjf6VjCwJTj6N6LAiAIjCowoMKLAiAKfVBRAOAfGcKvcDvix8s07bCUDXt17wiLA492t2EQIQMU57MO9A9NJye9hVQp5cflxeRv2O6y83Q7p3nQADUO6CmAWA1M4ibMzm8IzDJSc5UCcW8HAt0MljPIwosCIAiMKjCgwosCIAjeWAk44hxQafOHAHziEdwBqB6qdxBcBXlISfGNztDM2J/l2+7/Il8NLLj87v7i1T+SPPDmpM/fQ0U04bm1ubr/UbpgONIRNuuRz8p4wjqld+OFn538rrjQedpP21BsoyOOXyWfUVqRacivyca1pDNPW4rFZY2R7NuyHyqajRkDDhPlx+KfcKYoHSdzqd6dtGtJ26btGb89xJ+D8DhL97RwmFEeLRP+jI2IOnltno5gTm6ANNHE/ez54VLdtSDrXVDqroMUkuKigGUQnVO1m/Hi4FLCU2Xjd5i3o4n7Dwe/UZ8qDbXlXLnu+isLAP1CIvolmCzcOuyhudvrEfTFp9i4PN/zdYT6T5z4li8cPowsmr4YkX8N5vFr6DX9/pzzb3i2s02HzOa5X2hv0AeRx3dXIuCtgTFf3eNtdsaXdCyTbrNaTF4ZKpbIK2oFysZ1tl+frKYoDqsPALwmUk+8coHVp36orfO3G6MPERcPlTdJm+N1uz5TD9Vm7vb+T/KyNJUwLRn1TaIfI3DAAfScRZJTXEQVGFBhRYESBEQXudArYROJ6kOVtTgAHXm7zbI6y9wKlwAhAv0ArflTsEQVGFBhRYESBO5sCJum7AoD+ZACgrFCwpoKw3Q7oYMUqPg77zq69Ue7vdArcdB3oO51Ao/yPKDCiwIgCIwqMKDCiwO1BATcpMNWf2yNLo1y8QCkwAtAv0IofFXtEgREFRhQYUWBEgTuBAg403wl5HeXxhUOBEYB+4dT1qKQjCowoMKLAiAIjCtwxFAA4O0lzcr/kCFDfMVX4SZ3RkQ70J3X1jgo3osCIAiMKjCjwyUoBA5ggy5EbUWBEgVtOgRc8gO57oXrCjB0bFHyVOr6yrZSyfU9tL1Sqn1LP76sVSH1P8kNPfj8puI/MRLG5gfe3+ipFeQnZWEFZvL755LtSqu+p25cKflaFtqdUN23Gr+y4Gi8UZ9mnHMvttEJocVxuAMuXr55S8pQLoFVKvXZaQQoK+jsK3+fj/YgRp30YdLPNKFj8srpMKfRC+erL70upUEr3MppsprURQl/KTdjI5JrZE4vzPkQ2yeKLBjTKRb3AW2yDSYW+yu2Mpr2s/ExKgagv71D4Zr+qOch7xzrQMOWlVWhKxa6vTJiK+MyX0jGBki3GaOTBIPhGRN2GAL6yQVrZdkph3ey1KfShkxT4obops3qnbC9iL/wPi3/6Xt/yFuXdl9f3lO1hc8xXJ20NQFle9nvm5/sphT1f45200vAVGTdKDVqhI+kuV3gwohlf+aFvcRS6aZXbobweB1X1rS+Dl/ueL8/rq98j7jDic2je943XeZ9M+yD1faPpTCFT1m/6CumoMHEa0P7oZXxRtslWWq0uZY/bSdytuH7PdpftQq071SvqafbKPXXWU7qXUqmT1kwjY2YNy3aInqvPnVfPi+o/opdrc+66Vzq3zt9TSmGYUYqOIuzL6/aU97LyWn35za6yQSpqO3HXS86YNMCvnu0qvHV5HaW0kwJwEWMYY1y6x9iWMiuvOS5pKeil1cXUIibt+r6Nn9YtKlRA1w6eijv+w+h/rKu2MUg2nijGT5SSfomRpu+llG57Gu94asb4ia7b+lh5SmNXFBt/7OY1G6OeZ8/PPPOM3vGOd5gB7Z1ku72enLFxTjfEfuLy8rKefPLJgZF0Z1Nx11x7fQUGb1Jq9tvyAmm2kVLq+bbOnDyi9VpFynhW2a7Co3jopHAAbNgI8BUNR7f26qvnwaBRfgDQOJgRRgUIpvoAGk/9WlvdCrZD02pYfoG8HRWVVTpmoujjCKDQ7Q6GdU/qBoE4NalYLigVBprqZDS+1tfEVl7jHUIyrMN1V3O1FGNYcOvpF9EqatjYeTbgDHgGnPR8A4OdbladXk/FVF5pQAm57WGUlY59237tDlDNrvgI+6nV66ifYuLiyw98Hd3IaDI7oY4XKF3MqBa21DPwfuvL74bRa70CxryeVMgUFDQ7GvOzSm22NDcxpaa66vZCjfsZhshoghV3lgagHc/5odrdtlIZ+LKjlPIaU1HFZU9HJotqh1n1YgBNxwWtrN4i1rFJ47Xm/0Z8Z50wLB+3O8Cak8rDAAAJzUlEQVSfcwZ4uz35nmeHQtUqVY0Vy2pu1tXdatmprNhKjcz7uki2v3Z3sFN00BRAM1Aml1G9VlO+l9FCWFau3mHqF9FiAIz374lcf3Ej6LB/apfzN+UDBEUTg2hSkLH25ynVSyvX89VZqWnen7Q+qt0LVEjTw0AQZrrDNHMUuwOvVhR/R59LKZwp5Hqjbif0Npsd5YKMyue7qv7NE/LHOZqaKfq11sDh0YpxipkxYxT9KmDKyBD68kMmU77eX3+P3va/ntH0+JQB7KDTNXwCZjEgndpub4dREg5owV4zeeEe+9HkbWlpSc8995xhqkajMTh9GZzlDo1z18PI941IE0FcQ31Vuy3lG30da5ZUrbcVZnJCPIdwQ2mEU05QFQFTr88E3+UAAH44+AnsZGIzz7exP+qhIh4EC8BZjPv9Zkd+ta1OK61Cqay1Tk0TuQn11FE6aUgcBuD5/vvv18mTJ/We97zHQJMr6u16BURz7DcMOTc3p0ceeUT33nvvgU4Tyngp9ZhFBT3Nlyf0kvkz2mo3FJyrK1etKV3Mi0kwg8x2pW/PntIcbGBvbz11GHoiAL0zbTomKp9OKBWEyvtplbMF5cdLmi+MKVp2CJRTJuqw+HzA0FFc7tE1/kwuK344AOZMflyPHDmtZxfX5GXowK/e0bAuS/jqo7nmLxyeY8ZBg0GCyMQjY9K9aFb9WY++Rv1eT81eQxn5KmWLEXHtYzsBJCqCI9hQbrIcCiCpFtb0Kfe8SJVuXVuVupbWNpQp5zWR6lkHMvTZnfHY5yAHZEg1pVuBctlQU/mSTk0fVV55pTNRuxlMxFypoBX0g3zdQLlM2qaxBeVUU0cvvus+bdYaam7VlUl5ClKRlAPARztEUnA7OBv/Y0GygQHaXGxqiyJyn0bqHATKZ7vK1UNNjvWVTo0pnChpIT+1c/J6hUIh3JDSymWyth4yXh7Tq1/ySj3+d3+ocsbWlK7w9e6v6M+iNrj7+5vtiwQ/AvGhSdTps5i4pkNP6V7P2uFsakyzs1Oq1DY0U57azhKHX3UCpXKfXIuoO7oRT3L9rzuVN53O6t6T9+rV979MyvqqqGVSQHjNSfTulCsdKeUx6WRcszZ2xUDay0qrZ5fVWq3rYvaCuu2Oet0gOoyo31e7240Ok9lBtG0WuVV3gGYANPiDe3dMeKVS0Zd92ZcZeDawHwspucddUbh3qzJ/HelAdvr2ucKYHjt2n3LVlLzNlrxcRl46JT+bUaPT2pECmAQHv+IAz4fVn4OfAp8Vue38kCd4EAk0mCBs1TVVLKugghZO3Keg0ZI3lrdJP4JHLwiCPsCZI7ftRLFUNNzBDIDpJMCOinx7/XeMmcwVklIYef8ZXqhOo27L6WnCS6p0G1IGYJmxQZ363g0e2gBpQ9phQsBkqaP7mC8NDzMgOSZnrlXf2tLsxJSBl85WVdmxMcnqm5C7O0dfrvCJO9qT0JuNijLFgnXgu399EF8nfzpI2BsbholT2850YxIErSIJEC0gRecuXysbizo+ddTuI1qCmKRuq6VMNrstInJZS1aAJ3XCnkmrgX41tdVRoKwKdk2Lv8jGqfv8TrrSLrrxyktEM+gWqttrazJVVBh2lfVzkVRth9pTzJjQqouuUUpBty0/j6Te02bQUDqdi6Sq1v6QZySdqy+GYKRXe/Nv8qubcT/cN7g2567wTKCOcsoq6HeiwR/JTaOhyeKkTcoOkv92uz04wdX10yubqypNTioYos7VlBO6HtZ0hPbXUtcEGFE9MhmL2h70Y8LKHypjtMfoJ1W2qpoYH1PY68t3OkJXU+g7KGyy/7VDU+K80xensml1aW/WUqJ6hG7U551wjUYnckobjvJM8bh3136/p7QHB/QNPBMyxWm6AGjaRD6//UH83a28OJxEPdEuqSOAsasrVsTn5+cNiyRX+pkQ3+kAOuI0+ua+1iubKo2P22jGObS0bXgzpUhtlFrGRehyu8oOs/8hbTAf7WXn+LLNmbylHwrVUbfe0GyJ1TCp1WwqSz33+/2+65ApYLVatSUIgLOb9UZFv33/A5hh4KQKCs+A6Cs7phjoBcZL8TYtovL76sTLzpGmMHMVmjVgxx1QGQ17bvA7DAkAZfP7gAlYGH0d2CC+xgqL5I/jUU0XLowVtSlvqyPlcxJLYG6dcBdiJXkD+kJXOgLnwjAwKVJEnYjxolxETLmfP92mmwHe6mvXA0D3IglODKApF3lmsLbO2v5zF6of9JVJR1J7pCFI5JMNz0khzZNIaKDdrryUr64C+akMig0GGQBeKM/kYs46DP65Xnp3PdmkAB6jLChEsaoBd9gyHYNEKlq1iNQ2IuJCMzot4yJDoFE77IWBvEzagtaDljIGogntqAyvR3UBbR3osrtDksC5nJGfuMoHUmjLIzqASM1QCsS5D3o9W960c7ndh1GIXf87oQAvk2Ca9ocjCqK+2quTQh8G/9H+ANDoUVKv0SAb9bS0v4gsfWWUVb3ZUD6TVcaOee4on4/46gCk25Wed5on/S6rrIzLTojBHpa2TZ+upeavllNuRngnnHJ1HUn/qBsbiplE+bGCYXy0ux+rKw7q7zZkAOoK50A098lxlOdkG7bAd+I/1FebLRM4Cj0zWz6Irs12W17al2/9XsSf4BS/v42fKLIpcMUS4Osdj67le9pQJJ6JUFQkzsI34ndGM8t3LCw1NQTq19Q4PXm9Xq8PMBqWNrsKpuJvZweTksdhsIyEB6l6kokvKwf1auUDWEpBu6F0sWwyr16IvrDk+cx2o803NuybjqN7BgUQ6BpHr+v9jgL1gCKxzMGWQwDE28/dTqAMSpZ+Rgo6kmdKhFKnJ2Uz2/m/jDiRBzNsaJgEzQzm/GgvhUJxjy+vwvt66XAd3/c95snQC+fmyUQYPeNTrdWNl7qdiM/S6SgcX0VdZcQC+BqIdp5EEfUd0TJVHG0Q9uShQw37OMmsC3cnXU0YD/UiHbZWi1l5Tik6zW7AGqWVMUJCUTuhePQo0A4KpDpBxMOoBzmye6GgUd/3Ysm/q5/EBJCI+MDx82HRLSrhNiO4Z3elr222lUKfpdeLBtJiPgoPwxjTuMCXX90qGoMy/RxSK/xMmkX5jQ4JPrtaOpDkdbSfAX9fbbqER6fd5KfUb9SmtikQMUOIjrRJIHe+b7U7RoNcmgHuk9cxDjO27bYSbHyQRjrm6HenXWHfaAVyZ+0muoKB0CraPOiEZGw4tPtD1oGG8xx+cmPkMIB2WCrJpa5dJ/3uuHvacLcnddtSNq+wWZNfKsf4IwbU1q4TfGnjHQKTuMad8O5a+o/r7bcg+D74iX6p22kp7aVtQmAi6143wlP//2D//wHodmTYx9NbgQAAAABJRU5ErkJggg=="
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "100条，均分成5份，1份用来做交叉验证（测试集），那么其中4份就看成训练集，那么就进行五次预测就得到了新特征。\n",
    "\n",
    "每一次还要对测试集进行预测"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "class stacking(BaseEstimator, RegressorMixin, TransformerMixin):\n",
    "    def __init__(self,mod,meta_model):\n",
    "        self.mod = mod#模型第一层\n",
    "        self.meta_model = meta_model#元模型\n",
    "        self.kf = KFold(n_splits=5, random_state=42, shuffle=True)##这就是堆叠的最大特征进行了几折的划分\n",
    "        \n",
    "    def fit(self,X,y):\n",
    "        self.saved_model = [list() for i in self.mod]#保存模型\n",
    "        oof_train = np.zeros((X.shape[0], len(self.mod)))#这里就得到一个训练集的行数x模型的个数的（mxn）的一个矩阵\n",
    "        \n",
    "        for i,model in enumerate(self.mod):#返回的是索引和模型本身\n",
    "            for train_index, val_index in self.kf.split(X,y):##返回的是数据本身\n",
    "                renew_model = clone(model)##模型的复制\n",
    "                renew_model.fit(X[train_index], y[train_index])#对数据进行训练\n",
    "                self.saved_model[i].append(renew_model)##把模型添加进去\n",
    "                oof_train[val_index,i] = renew_model.predict(X[val_index])#得到新的预测数据集\n",
    "        \n",
    "        self.meta_model.fit(oof_train,y)#元模型（放到元模型里面去训练）\n",
    "        return self\n",
    "    \n",
    "    def predict(self,X):##这里的话就相当于对他进行数据重构\n",
    "        whole_test = np.column_stack([np.column_stack(model.predict(X) for model in single_model).mean(axis=1) \n",
    "                                      for single_model in self.saved_model]) ##得到的是整个测试集\n",
    "        return self.meta_model.predict(whole_test)#返回的是利用元模型来对整个测试集进行预测\n",
    "    \n",
    "    def get_oof(self,X,y,test_X):#这是将第一层的特征提取出来再和原始特征进行拼接\n",
    "        oof = np.zeros((X.shape[0],len(self.mod)))#M x N\n",
    "        test_single = np.zeros((test_X.shape[0],5))##test-M x 5#单个模型测试\n",
    "        test_mean = np.zeros((test_X.shape[0],len(self.mod)))#所有的求均值\n",
    "        for i,model in enumerate(self.mod):##i是模型索引--进来模型\n",
    "            for j, (train_index,val_index) in enumerate(self.kf.split(X,y)):##j是所有划分成五折好的的数据--进来数据\n",
    "                clone_model = clone(model)##克隆模块，相当于把模型复制一下\n",
    "                clone_model.fit(X[train_index],y[train_index])##把分割好的数据进行训练\n",
    "                oof[val_index,i] = clone_model.predict(X[val_index])##对验证集进行预测 s\n",
    "                test_single[:,j] = clone_model.predict(test_X)##对测试集进行预测\n",
    "            test_mean[:,i] = test_single.mean(axis=1)##测试集算好均值\n",
    "        return oof, test_mean#返回的是M X N和最后得到的测试的均值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>A</th>\n",
       "      <th>B</th>\n",
       "      <th>C</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>0</th>\n",
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       "      <td>1</td>\n",
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      "text/plain": [
       "   A  B  C\n",
       "0  1  0  0\n",
       "1  0  1  0\n",
       "2  0  0  1"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.get_dummies([\"A\",\"B\",\"C\"])#维度灾难"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import LabelEncoder"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "lab = LabelEncoder()#字符转化为字符"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 1, 2], dtype=int64)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lab.fit_transform([\"A\",\"B\",\"C\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "四、相关性问题\n",
    "\n",
    "1、对于feature_importance进行特征选择的时候我们一般选择特征为正相关的\n",
    "\n",
    "2、对于高相关性的特征我们一般采用降维的方式，不删\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "五、数据的填充问题（结合pandas_profiling）\n",
    "\n",
    "用0填充的一般是缺失的比较多数值型的\n",
    "\n",
    "用none填充的一般是缺失的字符串\n",
    "\n",
    "用均值填充的一般是缺失少部分的数值型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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